Code in Chapter 05: Practical Matters
\end{document}
## [1] "Hats off to you, Prof. McFadden"library(discrtr) # A companion package for the book Introduction to Discrete Choice Analysis with `R`
library(dplyr) # A Grammar of Data Manipulation
library(ggplot2) # Create Elegant Data Visualisations Using the Grammar of Graphics
library(htmlwidgets) # HTML Widgets for R
library(kableExtra) # Construct Complex Table with 'kable' and Pipe Syntax
library(mlogit) # Multinomial Logit Models
library(plotly) # Create Interactive Web Graphics via 'plotly.js'
library(stargazer) # Well-Formatted Regression and Summary Statistics Tables
library(tidyr) # Tidy Messy Data
library(webshot2) # Take Screenshots of Web Pagesexample_wide <- mc_commute_wide %>%
# Select columns from the table
select(id, choice, starts_with("time")) %>%
# Filter three decision-makers by their `id`
# Here the symbol `|` is for "or", so this reads
# filter rows with id == 566910139 OR id == 566873140 OR id == 566872636
filter(id == 566910139 |
id == 566873140 |
id == 566872636)
example_wide## id choice time.Cycle time.Walk time.HSR time.Car
## 1 566872636 HSR NA 21.31439 5 NA
## 2 566873140 HSR NA 12.78863 10 2
## 3 566910139 Walk 4.371118 15.00000 20 5example_wide %>%
# `pivot_longer()` takes a wide table and makes it long
# Here we pivot the columns with the `time` variable
pivot_longer(cols = starts_with("time."),
# There is a pattern to the names: time.ALTERNATIVE
# The prefix is the name of the variable
names_prefix = "time.",
# The alternatives are placed in a new column called
# "alternative"
names_to = "alternative",
# The values of the variables are consolidated in
# a single column called "time"
values_to = "time")## # A tibble: 12 × 4
## id choice alternative time
## <dbl> <fct> <chr> <dbl>
## 1 566872636 HSR Cycle NA
## 2 566872636 HSR Walk 21.3
## 3 566872636 HSR HSR 5
## 4 566872636 HSR Car NA
## 5 566873140 HSR Cycle NA
## 6 566873140 HSR Walk 12.8
## 7 566873140 HSR HSR 10
## 8 566873140 HSR Car 2
## 9 566910139 Walk Cycle 4.37
## 10 566910139 Walk Walk 15
## 11 566910139 Walk HSR 20
## 12 566910139 Walk Car 5example_long <- mc_commute_wide %>%
# Filter three decision-makers by their `id`
# Here the symbol `|` is for "or", so this reads
# filter rows with id == 566910139 OR id == 566873140 OR id == 566872636
filter(id == 566910139 |
id == 566873140 |
id == 566872636) %>%
mlogit.data(shape="wide",
# Name of column with the choices
choice = "choice",
# Numbers of columns with attributes that vary by alternative
varying = 3:22)上面的结果导致Choice变成了True/False, 并且新增了一个alt (代表原来的”choice”)
## id choice alt time idx
## 1 566872636 FALSE Car NA 1:Car
## 2 566872636 FALSE Cycle NA 1:ycle
## 3 566872636 TRUE HSR 5.000000 1:HSR
## 4 566872636 FALSE Walk 21.314387 1:Walk
## 5 566873140 FALSE Car 2.000000 2:Car
## 6 566873140 FALSE Cycle NA 2:ycle
## 7 566873140 TRUE HSR 10.000000 2:HSR
## 8 566873140 FALSE Walk 12.788632 2:Walk
## 9 566910139 FALSE Car 5.000000 3:Car
## 10 566910139 FALSE Cycle 4.371118 3:ycle
## 11 566910139 FALSE HSR 20.000000 3:HSR
## 12 566910139 TRUE Walk 15.000000 3:Walk## chid alt
## 1 1 Car
## 2 1 Cycle
## 3 1 HSR
## 4 1 Walk
## 5 2 Car
## 6 2 Cycle
## 7 2 HSR
## 8 2 Walk
## 9 3 Car
## 10 3 Cycle
## 11 3 HSR
## 12 3 Walk
## 13 4 Car
## 14 4 Cycle
## 15 4 HSR
## 16 4 Walk
## 17 5 Car
## 18 5 Cycle
## 19 5 HSR
## 20 5 Walk
## 21 6 Car
## 22 6 Cycle
## 23 6 HSR
## 24 6 Walk
## 25 7 Car
## 26 7 Cycle
## 27 7 HSR
## 28 7 Walk
## 29 8 Car
## 30 8 Cycle
## 31 8 HSR
## 32 8 Walk
## 33 9 Car
## 34 9 Cycle
## 35 9 HSR
## 36 9 Walk
## 37 10 Car
## 38 10 Cycle
## 39 10 HSR
## 40 10 Walk
## 41 11 Car
## 42 11 Cycle
## 43 11 HSR
## 44 11 Walk
## 45 12 Car
## 46 12 Cycle
## 47 12 HSR
## 48 12 Walk
## 49 13 Car
## 50 13 Cycle
## 51 13 HSR
## 52 13 Walk
## 53 14 Car
## 54 14 Cycle
## 55 14 HSR
## 56 14 Walk
## 57 15 Car
## 58 15 Cycle
## 59 15 HSR
## 60 15 Walk
## 61 16 Car
## 62 16 Cycle
## 63 16 HSR
## 64 16 Walk
## 65 17 Car
## 66 17 Cycle
## 67 17 HSR
## 68 17 Walk
## 69 18 Car
## 70 18 Cycle
## 71 18 HSR
## 72 18 Walk
## 73 19 Car
## 74 19 Cycle
## 75 19 HSR
## 76 19 Walk
## 77 20 Car
## 78 20 Cycle
## 79 20 HSR
## 80 20 Walk
## 81 21 Car
## 82 21 Cycle
## 83 21 HSR
## 84 21 Walk
## 85 22 Car
## 86 22 Cycle
## 87 22 HSR
## 88 22 Walk
## 89 23 Car
## 90 23 Cycle
## 91 23 HSR
## 92 23 Walk
## 93 24 Car
## 94 24 Cycle
## 95 24 HSR
## 96 24 Walk
## 97 25 Car
## 98 25 Cycle
## 99 25 HSR
## 100 25 Walk
## 101 26 Car
## 102 26 Cycle
## 103 26 HSR
## 104 26 Walk
## 105 27 Car
## 106 27 Cycle
## 107 27 HSR
## 108 27 Walk
## 109 28 Car
## 110 28 Cycle
## 111 28 HSR
## 112 28 Walk
## 113 29 Car
## 114 29 Cycle
## 115 29 HSR
## 116 29 Walk
## 117 30 Car
## 118 30 Cycle
## 119 30 HSR
## 120 30 Walk
## 121 31 Car
## 122 31 Cycle
## 123 31 HSR
## 124 31 Walk
## 125 32 Car
## 126 32 Cycle
## 127 32 HSR
## 128 32 Walk
## 129 33 Car
## 130 33 Cycle
## 131 33 HSR
## 132 33 Walk
## 133 34 Car
## 134 34 Cycle
## 135 34 HSR
## 136 34 Walk
## 137 35 Car
## 138 35 Cycle
## 139 35 HSR
## 140 35 Walk
## 141 36 Car
## 142 36 Cycle
## 143 36 HSR
## 144 36 Walk
## 145 37 Car
## 146 37 Cycle
## 147 37 HSR
## 148 37 Walk
## 149 38 Car
## 150 38 Cycle
## 151 38 HSR
## 152 38 Walk
## 153 39 Car
## 154 39 Cycle
## 155 39 HSR
## 156 39 Walk
## 157 40 Car
## 158 40 Cycle
## 159 40 HSR
## 160 40 Walk
## 161 41 Car
## 162 41 Cycle
## 163 41 HSR
## 164 41 Walk
## 165 42 Car
## 166 42 Cycle
## 167 42 HSR
## 168 42 Walk
## 169 43 Car
## 170 43 Cycle
## 171 43 HSR
## 172 43 Walk
## 173 44 Car
## 174 44 Cycle
## 175 44 HSR
## 176 44 Walk
## 177 45 Car
## 178 45 Cycle
## 179 45 HSR
## 180 45 Walk
## 181 46 Car
## 182 46 Cycle
## 183 46 HSR
## 184 46 Walk
## 185 47 Car
## 186 47 Cycle
## 187 47 HSR
## 188 47 Walk
## 189 48 Car
## 190 48 Cycle
## 191 48 HSR
## 192 48 Walk
## 193 49 Car
## 194 49 Cycle
## 195 49 HSR
## 196 49 Walk
## 197 50 Car
## 198 50 Cycle
## 199 50 HSR
## 200 50 Walk
## 201 51 Car
## 202 51 Cycle
## 203 51 HSR
## 204 51 Walk
## 205 52 Car
## 206 52 Cycle
## 207 52 HSR
## 208 52 Walk
## 209 53 Car
## 210 53 Cycle
## 211 53 HSR
## 212 53 Walk
## 213 54 Car
## 214 54 Cycle
## 215 54 HSR
## 216 54 Walk
## 217 55 Car
## 218 55 Cycle
## 219 55 HSR
## 220 55 Walk
## 221 56 Car
## 222 56 Cycle
## 223 56 HSR
## 224 56 Walk
## 225 57 Car
## 226 57 Cycle
## 227 57 HSR
## 228 57 Walk
## 229 58 Car
## 230 58 Cycle
## 231 58 HSR
## 232 58 Walk
## 233 59 Car
## 234 59 Cycle
## 235 59 HSR
## 236 59 Walk
## 237 60 Car
## 238 60 Cycle
## 239 60 HSR
## 240 60 Walk
## 241 61 Car
## 242 61 Cycle
## 243 61 HSR
## 244 61 Walk
## 245 62 Car
## 246 62 Cycle
## 247 62 HSR
## 248 62 Walk
## 249 63 Car
## 250 63 Cycle
## 251 63 HSR
## 252 63 Walk
## 253 64 Car
## 254 64 Cycle
## 255 64 HSR
## 256 64 Walk
## 257 65 Car
## 258 65 Cycle
## 259 65 HSR
## 260 65 Walk
## 261 66 Car
## 262 66 Cycle
## 263 66 HSR
## 264 66 Walk
## 265 67 Car
## 266 67 Cycle
## 267 67 HSR
## 268 67 Walk
## 269 68 Car
## 270 68 Cycle
## 271 68 HSR
## 272 68 Walk
## 273 69 Car
## 274 69 Cycle
## 275 69 HSR
## 276 69 Walk
## 277 70 Car
## 278 70 Cycle
## 279 70 HSR
## 280 70 Walk
## 281 71 Car
## 282 71 Cycle
## 283 71 HSR
## 284 71 Walk
## 285 72 Car
## 286 72 Cycle
## 287 72 HSR
## 288 72 Walk
## 289 73 Car
## 290 73 Cycle
## 291 73 HSR
## 292 73 Walk
## 293 74 Car
## 294 74 Cycle
## 295 74 HSR
## 296 74 Walk
## 297 75 Car
## 298 75 Cycle
## 299 75 HSR
## 300 75 Walk
## 301 76 Car
## 302 76 Cycle
## 303 76 HSR
## 304 76 Walk
## 305 77 Car
## 306 77 Cycle
## 307 77 HSR
## 308 77 Walk
## 309 78 Car
## 310 78 Cycle
## 311 78 HSR
## 312 78 Walk
## 313 79 Car
## 314 79 Cycle
## 315 79 HSR
## 316 79 Walk
## 317 80 Car
## 318 80 Cycle
## 319 80 HSR
## 320 80 Walk
## 321 81 Car
## 322 81 Cycle
## 323 81 HSR
## 324 81 Walk
## 325 82 Car
## 326 82 Cycle
## 327 82 HSR
## 328 82 Walk
## 329 83 Car
## 330 83 Cycle
## 331 83 HSR
## 332 83 Walk
## 333 84 Car
## 334 84 Cycle
## 335 84 HSR
## 336 84 Walk
## 337 85 Car
## 338 85 Cycle
## 339 85 HSR
## 340 85 Walk
## 341 86 Car
## 342 86 Cycle
## 343 86 HSR
## 344 86 Walk
## 345 87 Car
## 346 87 Cycle
## 347 87 HSR
## 348 87 Walk
## 349 88 Car
## 350 88 Cycle
## 351 88 HSR
## 352 88 Walk
## 353 89 Car
## 354 89 Cycle
## 355 89 HSR
## 356 89 Walk
## 357 90 Car
## 358 90 Cycle
## 359 90 HSR
## 360 90 Walk
## 361 91 Car
## 362 91 Cycle
## 363 91 HSR
## 364 91 Walk
## 365 92 Car
## 366 92 Cycle
## 367 92 HSR
## 368 92 Walk
## 369 93 Car
## 370 93 Cycle
## 371 93 HSR
## 372 93 Walk
## 373 94 Car
## 374 94 Cycle
## 375 94 HSR
## 376 94 Walk
## 377 95 Car
## 378 95 Cycle
## 379 95 HSR
## 380 95 Walk
## 381 96 Car
## 382 96 Cycle
## 383 96 HSR
## 384 96 Walk
## 385 97 Car
## 386 97 Cycle
## 387 97 HSR
## 388 97 Walk
## 389 98 Car
## 390 98 Cycle
## 391 98 HSR
## 392 98 Walk
## 393 99 Car
## 394 99 Cycle
## 395 99 HSR
## 396 99 Walk
## 397 100 Car
## 398 100 Cycle
## 399 100 HSR
## 400 100 Walk
## 401 101 Car
## 402 101 Cycle
## 403 101 HSR
## 404 101 Walk
## 405 102 Car
## 406 102 Cycle
## 407 102 HSR
## 408 102 Walk
## 409 103 Car
## 410 103 Cycle
## 411 103 HSR
## 412 103 Walk
## 413 104 Car
## 414 104 Cycle
## 415 104 HSR
## 416 104 Walk
## 417 105 Car
## 418 105 Cycle
## 419 105 HSR
## 420 105 Walk
## 421 106 Car
## 422 106 Cycle
## 423 106 HSR
## 424 106 Walk
## 425 107 Car
## 426 107 Cycle
## 427 107 HSR
## 428 107 Walk
## 429 108 Car
## 430 108 Cycle
## 431 108 HSR
## 432 108 Walk
## 433 109 Car
## 434 109 Cycle
## 435 109 HSR
## 436 109 Walk
## 437 110 Car
## 438 110 Cycle
## 439 110 HSR
## 440 110 Walk
## 441 111 Car
## 442 111 Cycle
## 443 111 HSR
## 444 111 Walk
## 445 112 Car
## 446 112 Cycle
## 447 112 HSR
## 448 112 Walk
## 449 113 Car
## 450 113 Cycle
## 451 113 HSR
## 452 113 Walk
## 453 114 Car
## 454 114 Cycle
## 455 114 HSR
## 456 114 Walk
## 457 115 Car
## 458 115 Cycle
## 459 115 HSR
## 460 115 Walk
## 461 116 Car
## 462 116 Cycle
## 463 116 HSR
## 464 116 Walk
## 465 117 Car
## 466 117 Cycle
## 467 117 HSR
## 468 117 Walk
## 469 118 Car
## 470 118 Cycle
## 471 118 HSR
## 472 118 Walk
## 473 119 Car
## 474 119 Cycle
## 475 119 HSR
## 476 119 Walk
## 477 120 Car
## 478 120 Cycle
## 479 120 HSR
## 480 120 Walk
## 481 121 Car
## 482 121 Cycle
## 483 121 HSR
## 484 121 Walk
## 485 122 Car
## 486 122 Cycle
## 487 122 HSR
## 488 122 Walk
## 489 123 Car
## 490 123 Cycle
## 491 123 HSR
## 492 123 Walk
## 493 124 Car
## 494 124 Cycle
## 495 124 HSR
## 496 124 Walk
## 497 125 Car
## 498 125 Cycle
## 499 125 HSR
## 500 125 Walk
## 501 126 Car
## 502 126 Cycle
## 503 126 HSR
## 504 126 Walk
## 505 127 Car
## 506 127 Cycle
## 507 127 HSR
## 508 127 Walk
## 509 128 Car
## 510 128 Cycle
## 511 128 HSR
## 512 128 Walk
## 513 129 Car
## 514 129 Cycle
## 515 129 HSR
## 516 129 Walk
## 517 130 Car
## 518 130 Cycle
## 519 130 HSR
## 520 130 Walk
## 521 131 Car
## 522 131 Cycle
## 523 131 HSR
## 524 131 Walk
## 525 132 Car
## 526 132 Cycle
## 527 132 HSR
## 528 132 Walk
## 529 133 Car
## 530 133 Cycle
## 531 133 HSR
## 532 133 Walk
## 533 134 Car
## 534 134 Cycle
## 535 134 HSR
## 536 134 Walk
## 537 135 Car
## 538 135 Cycle
## 539 135 HSR
## 540 135 Walk
## 541 136 Car
## 542 136 Cycle
## 543 136 HSR
## 544 136 Walk
## 545 137 Car
## 546 137 Cycle
## 547 137 HSR
## 548 137 Walk
## 549 138 Car
## 550 138 Cycle
## 551 138 HSR
## 552 138 Walk
## 553 139 Car
## 554 139 Cycle
## 555 139 HSR
## 556 139 Walk
## 557 140 Car
## 558 140 Cycle
## 559 140 HSR
## 560 140 Walk
## 561 141 Car
## 562 141 Cycle
## 563 141 HSR
## 564 141 Walk
## 565 142 Car
## 566 142 Cycle
## 567 142 HSR
## 568 142 Walk
## 569 143 Car
## 570 143 Cycle
## 571 143 HSR
## 572 143 Walk
## 573 144 Car
## 574 144 Cycle
## 575 144 HSR
## 576 144 Walk
## 577 145 Car
## 578 145 Cycle
## 579 145 HSR
## 580 145 Walk
## 581 146 Car
## 582 146 Cycle
## 583 146 HSR
## 584 146 Walk
## 585 147 Car
## 586 147 Cycle
## 587 147 HSR
## 588 147 Walk
## 589 148 Car
## 590 148 Cycle
## 591 148 HSR
## 592 148 Walk
## 593 149 Car
## 594 149 Cycle
## 595 149 HSR
## 596 149 Walk
## 597 150 Car
## 598 150 Cycle
## 599 150 HSR
## 600 150 Walk
## 601 151 Car
## 602 151 Cycle
## 603 151 HSR
## 604 151 Walk
## 605 152 Car
## 606 152 Cycle
## 607 152 HSR
## 608 152 Walk
## 609 153 Car
## 610 153 Cycle
## 611 153 HSR
## 612 153 Walk
## 613 154 Car
## 614 154 Cycle
## 615 154 HSR
## 616 154 Walk
## 617 155 Car
## 618 155 Cycle
## 619 155 HSR
## 620 155 Walk
## 621 156 Car
## 622 156 Cycle
## 623 156 HSR
## 624 156 Walk
## 625 157 Car
## 626 157 Cycle
## 627 157 HSR
## 628 157 Walk
## 629 158 Car
## 630 158 Cycle
## 631 158 HSR
## 632 158 Walk
## 633 159 Car
## 634 159 Cycle
## 635 159 HSR
## 636 159 Walk
## 637 160 Car
## 638 160 Cycle
## 639 160 HSR
## 640 160 Walk
## 641 161 Car
## 642 161 Cycle
## 643 161 HSR
## 644 161 Walk
## 645 162 Car
## 646 162 Cycle
## 647 162 HSR
## 648 162 Walk
## 649 163 Car
## 650 163 Cycle
## 651 163 HSR
## 652 163 Walk
## 653 164 Car
## 654 164 Cycle
## 655 164 HSR
## 656 164 Walk
## 657 165 Car
## 658 165 Cycle
## 659 165 HSR
## 660 165 Walk
## 661 166 Car
## 662 166 Cycle
## 663 166 HSR
## 664 166 Walk
## 665 167 Car
## 666 167 Cycle
## 667 167 HSR
## 668 167 Walk
## 669 168 Car
## 670 168 Cycle
## 671 168 HSR
## 672 168 Walk
## 673 169 Car
## 674 169 Cycle
## 675 169 HSR
## 676 169 Walk
## 677 170 Car
## 678 170 Cycle
## 679 170 HSR
## 680 170 Walk
## 681 171 Car
## 682 171 Cycle
## 683 171 HSR
## 684 171 Walk
## 685 172 Car
## 686 172 Cycle
## 687 172 HSR
## 688 172 Walk
## 689 173 Car
## 690 173 Cycle
## 691 173 HSR
## 692 173 Walk
## 693 174 Car
## 694 174 Cycle
## 695 174 HSR
## 696 174 Walk
## 697 175 Car
## 698 175 Cycle
## 699 175 HSR
## 700 175 Walk
## 701 176 Car
## 702 176 Cycle
## 703 176 HSR
## 704 176 Walk
## 705 177 Car
## 706 177 Cycle
## 707 177 HSR
## 708 177 Walk
## 709 178 Car
## 710 178 Cycle
## 711 178 HSR
## 712 178 Walk
## 713 179 Car
## 714 179 Cycle
## 715 179 HSR
## 716 179 Walk
## 717 180 Car
## 718 180 Cycle
## 719 180 HSR
## 720 180 Walk
## 721 181 Car
## 722 181 Cycle
## 723 181 HSR
## 724 181 Walk
## 725 182 Car
## 726 182 Cycle
## 727 182 HSR
## 728 182 Walk
## 729 183 Car
## 730 183 Cycle
## 731 183 HSR
## 732 183 Walk
## 733 184 Car
## 734 184 Cycle
## 735 184 HSR
## 736 184 Walk
## 737 185 Car
## 738 185 Cycle
## 739 185 HSR
## 740 185 Walk
## 741 186 Car
## 742 186 Cycle
## 743 186 HSR
## 744 186 Walk
## 745 187 Car
## 746 187 Cycle
## 747 187 HSR
## 748 187 Walk
## 749 188 Car
## 750 188 Cycle
## 751 188 HSR
## 752 188 Walk
## 753 189 Car
## 754 189 Cycle
## 755 189 HSR
## 756 189 Walk
## 757 190 Car
## 758 190 Cycle
## 759 190 HSR
## 760 190 Walk
## 761 191 Car
## 762 191 Cycle
## 763 191 HSR
## 764 191 Walk
## 765 192 Car
## 766 192 Cycle
## 767 192 HSR
## 768 192 Walk
## 769 193 Car
## 770 193 Cycle
## 771 193 HSR
## 772 193 Walk
## 773 194 Car
## 774 194 Cycle
## 775 194 HSR
## 776 194 Walk
## 777 195 Car
## 778 195 Cycle
## 779 195 HSR
## 780 195 Walk
## 781 196 Car
## 782 196 Cycle
## 783 196 HSR
## 784 196 Walk
## 785 197 Car
## 786 197 Cycle
## 787 197 HSR
## 788 197 Walk
## 789 198 Car
## 790 198 Cycle
## 791 198 HSR
## 792 198 Walk
## 793 199 Car
## 794 199 Cycle
## 795 199 HSR
## 796 199 Walk
## 797 200 Car
## 798 200 Cycle
## 799 200 HSR
## 800 200 Walk
## 801 201 Car
## 802 201 Cycle
## 803 201 HSR
## 804 201 Walk
## 805 202 Car
## 806 202 Cycle
## 807 202 HSR
## 808 202 Walk
## 809 203 Car
## 810 203 Cycle
## 811 203 HSR
## 812 203 Walk
## 813 204 Car
## 814 204 Cycle
## 815 204 HSR
## 816 204 Walk
## 817 205 Car
## 818 205 Cycle
## 819 205 HSR
## 820 205 Walk
## 821 206 Car
## 822 206 Cycle
## 823 206 HSR
## 824 206 Walk
## 825 207 Car
## 826 207 Cycle
## 827 207 HSR
## 828 207 Walk
## 829 208 Car
## 830 208 Cycle
## 831 208 HSR
## 832 208 Walk
## 833 209 Car
## 834 209 Cycle
## 835 209 HSR
## 836 209 Walk
## 837 210 Car
## 838 210 Cycle
## 839 210 HSR
## 840 210 Walk
## 841 211 Car
## 842 211 Cycle
## 843 211 HSR
## 844 211 Walk
## 845 212 Car
## 846 212 Cycle
## 847 212 HSR
## 848 212 Walk
## 849 213 Car
## 850 213 Cycle
## 851 213 HSR
## 852 213 Walk
## 853 214 Car
## 854 214 Cycle
## 855 214 HSR
## 856 214 Walk
## 857 215 Car
## 858 215 Cycle
## 859 215 HSR
## 860 215 Walk
## 861 216 Car
## 862 216 Cycle
## 863 216 HSR
## 864 216 Walk
## 865 217 Car
## 866 217 Cycle
## 867 217 HSR
## 868 217 Walk
## 869 218 Car
## 870 218 Cycle
## 871 218 HSR
## 872 218 Walk
## 873 219 Car
## 874 219 Cycle
## 875 219 HSR
## 876 219 Walk
## 877 220 Car
## 878 220 Cycle
## 879 220 HSR
## 880 220 Walk
## 881 221 Car
## 882 221 Cycle
## 883 221 HSR
## 884 221 Walk
## 885 222 Car
## 886 222 Cycle
## 887 222 HSR
## 888 222 Walk
## 889 223 Car
## 890 223 Cycle
## 891 223 HSR
## 892 223 Walk
## 893 224 Car
## 894 224 Cycle
## 895 224 HSR
## 896 224 Walk
## 897 225 Car
## 898 225 Cycle
## 899 225 HSR
## 900 225 Walk
## 901 226 Car
## 902 226 Cycle
## 903 226 HSR
## 904 226 Walk
## 905 227 Car
## 906 227 Cycle
## 907 227 HSR
## 908 227 Walk
## 909 228 Car
## 910 228 Cycle
## 911 228 HSR
## 912 228 Walk
## 913 229 Car
## 914 229 Cycle
## 915 229 HSR
## 916 229 Walk
## 917 230 Car
## 918 230 Cycle
## 919 230 HSR
## 920 230 Walk
## 921 231 Car
## 922 231 Cycle
## 923 231 HSR
## 924 231 Walk
## 925 232 Car
## 926 232 Cycle
## 927 232 HSR
## 928 232 Walk
## 929 233 Car
## 930 233 Cycle
## 931 233 HSR
## 932 233 Walk
## 933 234 Car
## 934 234 Cycle
## 935 234 HSR
## 936 234 Walk
## 937 235 Car
## 938 235 Cycle
## 939 235 HSR
## 940 235 Walk
## 941 236 Car
## 942 236 Cycle
## 943 236 HSR
## 944 236 Walk
## 945 237 Car
## 946 237 Cycle
## 947 237 HSR
## 948 237 Walk
## 949 238 Car
## 950 238 Cycle
## 951 238 HSR
## 952 238 Walk
## 953 239 Car
## 954 239 Cycle
## 955 239 HSR
## 956 239 Walk
## 957 240 Car
## 958 240 Cycle
## 959 240 HSR
## 960 240 Walk
## 961 241 Car
## 962 241 Cycle
## 963 241 HSR
## 964 241 Walk
## 965 242 Car
## 966 242 Cycle
## 967 242 HSR
## 968 242 Walk
## 969 243 Car
## 970 243 Cycle
## 971 243 HSR
## 972 243 Walk
## 973 244 Car
## 974 244 Cycle
## 975 244 HSR
## 976 244 Walk
## 977 245 Car
## 978 245 Cycle
## 979 245 HSR
## 980 245 Walk
## 981 246 Car
## 982 246 Cycle
## 983 246 HSR
## 984 246 Walk
## 985 247 Car
## 986 247 Cycle
## 987 247 HSR
## 988 247 Walk
## 989 248 Car
## 990 248 Cycle
## 991 248 HSR
## 992 248 Walk
## 993 249 Car
## 994 249 Cycle
## 995 249 HSR
## 996 249 Walk
## 997 250 Car
## 998 250 Cycle
## 999 250 HSR
## 1000 250 Walk
## 1001 251 Car
## 1002 251 Cycle
## 1003 251 HSR
## 1004 251 Walk
## 1005 252 Car
## 1006 252 Cycle
## 1007 252 HSR
## 1008 252 Walk
## 1009 253 Car
## 1010 253 Cycle
## 1011 253 HSR
## 1012 253 Walk
## 1013 254 Car
## 1014 254 Cycle
## 1015 254 HSR
## 1016 254 Walk
## 1017 255 Car
## 1018 255 Cycle
## 1019 255 HSR
## 1020 255 Walk
## 1021 256 Car
## 1022 256 Cycle
## 1023 256 HSR
## 1024 256 Walk
## 1025 257 Car
## 1026 257 Cycle
## 1027 257 HSR
## 1028 257 Walk
## 1029 258 Car
## 1030 258 Cycle
## 1031 258 HSR
## 1032 258 Walk
## 1033 259 Car
## 1034 259 Cycle
## 1035 259 HSR
## 1036 259 Walk
## 1037 260 Car
## 1038 260 Cycle
## 1039 260 HSR
## 1040 260 Walk
## 1041 261 Car
## 1042 261 Cycle
## 1043 261 HSR
## 1044 261 Walk
## 1045 262 Car
## 1046 262 Cycle
## 1047 262 HSR
## 1048 262 Walk
## 1049 263 Car
## 1050 263 Cycle
## 1051 263 HSR
## 1052 263 Walk
## 1053 264 Car
## 1054 264 Cycle
## 1055 264 HSR
## 1056 264 Walk
## 1057 265 Car
## 1058 265 Cycle
## 1059 265 HSR
## 1060 265 Walk
## 1061 266 Car
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## 1940 485 Walk
## 1941 486 Car
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## 1945 487 Car
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## 2000 500 Walk
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## 2005 502 Car
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## 2007 502 HSR
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## 2012 503 Walk
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## 2016 504 Walk
## 2017 505 Car
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## 2210 553 Cycle
## 2211 553 HSR
## 2212 553 Walk
## 2213 554 Car
## 2214 554 Cycle
## 2215 554 HSR
## 2216 554 Walk
## 2217 555 Car
## 2218 555 Cycle
## 2219 555 HSR
## 2220 555 Walk
## 2221 556 Car
## 2222 556 Cycle
## 2223 556 HSR
## 2224 556 Walk
## 2225 557 Car
## 2226 557 Cycle
## 2227 557 HSR
## 2228 557 Walk
## 2229 558 Car
## 2230 558 Cycle
## 2231 558 HSR
## 2232 558 Walk
## 2233 559 Car
## 2234 559 Cycle
## 2235 559 HSR
## 2236 559 Walk
## 2237 560 Car
## 2238 560 Cycle
## 2239 560 HSR
## 2240 560 Walk
## 2241 561 Car
## 2242 561 Cycle
## 2243 561 HSR
## 2244 561 Walk
## 2245 562 Car
## 2246 562 Cycle
## 2247 562 HSR
## 2248 562 Walk
## 2249 563 Car
## 2250 563 Cycle
## 2251 563 HSR
## 2252 563 Walk
## 2253 564 Car
## 2254 564 Cycle
## 2255 564 HSR
## 2256 564 Walk
## 2257 565 Car
## 2258 565 Cycle
## 2259 565 HSR
## 2260 565 Walk
## 2261 566 Car
## 2262 566 Cycle
## 2263 566 HSR
## 2264 566 Walk
## 2265 567 Car
## 2266 567 Cycle
## 2267 567 HSR
## 2268 567 Walk
## 2269 568 Car
## 2270 568 Cycle
## 2271 568 HSR
## 2272 568 Walk
## 2273 569 Car
## 2274 569 Cycle
## 2275 569 HSR
## 2276 569 Walk
## 2277 570 Car
## 2278 570 Cycle
## 2279 570 HSR
## 2280 570 Walk
## 2281 571 Car
## 2282 571 Cycle
## 2283 571 HSR
## 2284 571 Walk
## 2285 572 Car
## 2286 572 Cycle
## 2287 572 HSR
## 2288 572 Walk
## 2289 573 Car
## 2290 573 Cycle
## 2291 573 HSR
## 2292 573 Walk
## 2293 574 Car
## 2294 574 Cycle
## 2295 574 HSR
## 2296 574 Walk
## 2297 575 Car
## 2298 575 Cycle
## 2299 575 HSR
## 2300 575 Walk
## 2301 576 Car
## 2302 576 Cycle
## 2303 576 HSR
## 2304 576 Walk
## 2305 577 Car
## 2306 577 Cycle
## 2307 577 HSR
## 2308 577 Walk
## 2309 578 Car
## 2310 578 Cycle
## 2311 578 HSR
## 2312 578 Walk
## 2313 579 Car
## 2314 579 Cycle
## 2315 579 HSR
## 2316 579 Walk
## 2317 580 Car
## 2318 580 Cycle
## 2319 580 HSR
## 2320 580 Walk
## 2321 581 Car
## 2322 581 Cycle
## 2323 581 HSR
## 2324 581 Walk
## 2325 582 Car
## 2326 582 Cycle
## 2327 582 HSR
## 2328 582 Walk
## 2329 583 Car
## 2330 583 Cycle
## 2331 583 HSR
## 2332 583 Walk
## 2333 584 Car
## 2334 584 Cycle
## 2335 584 HSR
## 2336 584 Walk
## 2337 585 Car
## 2338 585 Cycle
## 2339 585 HSR
## 2340 585 Walk
## 2341 586 Car
## 2342 586 Cycle
## 2343 586 HSR
## 2344 586 Walk
## 2345 587 Car
## 2346 587 Cycle
## 2347 587 HSR
## 2348 587 Walk
## 2349 588 Car
## 2350 588 Cycle
## 2351 588 HSR
## 2352 588 Walk
## 2353 589 Car
## 2354 589 Cycle
## 2355 589 HSR
## 2356 589 Walk
## 2357 590 Car
## 2358 590 Cycle
## 2359 590 HSR
## 2360 590 Walk
## 2361 591 Car
## 2362 591 Cycle
## 2363 591 HSR
## 2364 591 Walk
## 2365 592 Car
## 2366 592 Cycle
## 2367 592 HSR
## 2368 592 Walk
## 2369 593 Car
## 2370 593 Cycle
## 2371 593 HSR
## 2372 593 Walk
## 2373 594 Car
## 2374 594 Cycle
## 2375 594 HSR
## 2376 594 Walk
## 2377 595 Car
## 2378 595 Cycle
## 2379 595 HSR
## 2380 595 Walk
## 2381 596 Car
## 2382 596 Cycle
## 2383 596 HSR
## 2384 596 Walk
## 2385 597 Car
## 2386 597 Cycle
## 2387 597 HSR
## 2388 597 Walk
## 2389 598 Car
## 2390 598 Cycle
## 2391 598 HSR
## 2392 598 Walk
## 2393 599 Car
## 2394 599 Cycle
## 2395 599 HSR
## 2396 599 Walk
## 2397 600 Car
## 2398 600 Cycle
## 2399 600 HSR
## 2400 600 Walk
## 2401 601 Car
## 2402 601 Cycle
## 2403 601 HSR
## 2404 601 Walk
## 2405 602 Car
## 2406 602 Cycle
## 2407 602 HSR
## 2408 602 Walk
## 2409 603 Car
## 2410 603 Cycle
## 2411 603 HSR
## 2412 603 Walk
## 2413 604 Car
## 2414 604 Cycle
## 2415 604 HSR
## 2416 604 Walk
## 2417 605 Car
## 2418 605 Cycle
## 2419 605 HSR
## 2420 605 Walk
## 2421 606 Car
## 2422 606 Cycle
## 2423 606 HSR
## 2424 606 Walk
## 2425 607 Car
## 2426 607 Cycle
## 2427 607 HSR
## 2428 607 Walk
## 2429 608 Car
## 2430 608 Cycle
## 2431 608 HSR
## 2432 608 Walk
## 2433 609 Car
## 2434 609 Cycle
## 2435 609 HSR
## 2436 609 Walk
## 2437 610 Car
## 2438 610 Cycle
## 2439 610 HSR
## 2440 610 Walk
## 2441 611 Car
## 2442 611 Cycle
## 2443 611 HSR
## 2444 611 Walk
## 2445 612 Car
## 2446 612 Cycle
## 2447 612 HSR
## 2448 612 Walk
## 2449 613 Car
## 2450 613 Cycle
## 2451 613 HSR
## 2452 613 Walk
## 2453 614 Car
## 2454 614 Cycle
## 2455 614 HSR
## 2456 614 Walk
## 2457 615 Car
## 2458 615 Cycle
## 2459 615 HSR
## 2460 615 Walk
## 2461 616 Car
## 2462 616 Cycle
## 2463 616 HSR
## 2464 616 Walk
## 2465 617 Car
## 2466 617 Cycle
## 2467 617 HSR
## 2468 617 Walk
## 2469 618 Car
## 2470 618 Cycle
## 2471 618 HSR
## 2472 618 Walk
## 2473 619 Car
## 2474 619 Cycle
## 2475 619 HSR
## 2476 619 Walk
## 2477 620 Car
## 2478 620 Cycle
## 2479 620 HSR
## 2480 620 Walk
## 2481 621 Car
## 2482 621 Cycle
## 2483 621 HSR
## 2484 621 Walk
## 2485 622 Car
## 2486 622 Cycle
## 2487 622 HSR
## 2488 622 Walk
## 2489 623 Car
## 2490 623 Cycle
## 2491 623 HSR
## 2492 623 Walk
## 2493 624 Car
## 2494 624 Cycle
## 2495 624 HSR
## 2496 624 Walk
## 2497 625 Car
## 2498 625 Cycle
## 2499 625 HSR
## 2500 625 Walk
## 2501 626 Car
## 2502 626 Cycle
## 2503 626 HSR
## 2504 626 Walk
## 2505 627 Car
## 2506 627 Cycle
## 2507 627 HSR
## 2508 627 Walk
## 2509 628 Car
## 2510 628 Cycle
## 2511 628 HSR
## 2512 628 Walk
## 2513 629 Car
## 2514 629 Cycle
## 2515 629 HSR
## 2516 629 Walk
## 2517 630 Car
## 2518 630 Cycle
## 2519 630 HSR
## 2520 630 Walk
## 2521 631 Car
## 2522 631 Cycle
## 2523 631 HSR
## 2524 631 Walk
## 2525 632 Car
## 2526 632 Cycle
## 2527 632 HSR
## 2528 632 Walk
## 2529 633 Car
## 2530 633 Cycle
## 2531 633 HSR
## 2532 633 Walk
## 2533 634 Car
## 2534 634 Cycle
## 2535 634 HSR
## 2536 634 Walk
## 2537 635 Car
## 2538 635 Cycle
## 2539 635 HSR
## 2540 635 Walk
## 2541 636 Car
## 2542 636 Cycle
## 2543 636 HSR
## 2544 636 Walk
## 2545 637 Car
## 2546 637 Cycle
## 2547 637 HSR
## 2548 637 Walk
## 2549 638 Car
## 2550 638 Cycle
## 2551 638 HSR
## 2552 638 Walk
## 2553 639 Car
## 2554 639 Cycle
## 2555 639 HSR
## 2556 639 Walk
## 2557 640 Car
## 2558 640 Cycle
## 2559 640 HSR
## 2560 640 Walk
## 2561 641 Car
## 2562 641 Cycle
## 2563 641 HSR
## 2564 641 Walk
## 2565 642 Car
## 2566 642 Cycle
## 2567 642 HSR
## 2568 642 Walk
## 2569 643 Car
## 2570 643 Cycle
## 2571 643 HSR
## 2572 643 Walk
## 2573 644 Car
## 2574 644 Cycle
## 2575 644 HSR
## 2576 644 Walk
## 2577 645 Car
## 2578 645 Cycle
## 2579 645 HSR
## 2580 645 Walk
## 2581 646 Car
## 2582 646 Cycle
## 2583 646 HSR
## 2584 646 Walk
## 2585 647 Car
## 2586 647 Cycle
## 2587 647 HSR
## 2588 647 Walk
## 2589 648 Car
## 2590 648 Cycle
## 2591 648 HSR
## 2592 648 Walk
## 2593 649 Car
## 2594 649 Cycle
## 2595 649 HSR
## 2596 649 Walk
## 2597 650 Car
## 2598 650 Cycle
## 2599 650 HSR
## 2600 650 Walk
## 2601 651 Car
## 2602 651 Cycle
## 2603 651 HSR
## 2604 651 Walk
## 2605 652 Car
## 2606 652 Cycle
## 2607 652 HSR
## 2608 652 Walk
## 2609 653 Car
## 2610 653 Cycle
## 2611 653 HSR
## 2612 653 Walk
## 2613 654 Car
## 2614 654 Cycle
## 2615 654 HSR
## 2616 654 Walk
## 2617 655 Car
## 2618 655 Cycle
## 2619 655 HSR
## 2620 655 Walk
## 2621 656 Car
## 2622 656 Cycle
## 2623 656 HSR
## 2624 656 Walk
## 2625 657 Car
## 2626 657 Cycle
## 2627 657 HSR
## 2628 657 Walk
## 2629 658 Car
## 2630 658 Cycle
## 2631 658 HSR
## 2632 658 Walk
## 2633 659 Car
## 2634 659 Cycle
## 2635 659 HSR
## 2636 659 Walk
## 2637 660 Car
## 2638 660 Cycle
## 2639 660 HSR
## 2640 660 Walk
## 2641 661 Car
## 2642 661 Cycle
## 2643 661 HSR
## 2644 661 Walk
## 2645 662 Car
## 2646 662 Cycle
## 2647 662 HSR
## 2648 662 Walk
## 2649 663 Car
## 2650 663 Cycle
## 2651 663 HSR
## 2652 663 Walk
## 2653 664 Car
## 2654 664 Cycle
## 2655 664 HSR
## 2656 664 Walk
## 2657 665 Car
## 2658 665 Cycle
## 2659 665 HSR
## 2660 665 Walk
## 2661 666 Car
## 2662 666 Cycle
## 2663 666 HSR
## 2664 666 Walk
## 2665 667 Car
## 2666 667 Cycle
## 2667 667 HSR
## 2668 667 Walk
## 2669 668 Car
## 2670 668 Cycle
## 2671 668 HSR
## 2672 668 Walk
## 2673 669 Car
## 2674 669 Cycle
## 2675 669 HSR
## 2676 669 Walk
## 2677 670 Car
## 2678 670 Cycle
## 2679 670 HSR
## 2680 670 Walk
## 2681 671 Car
## 2682 671 Cycle
## 2683 671 HSR
## 2684 671 Walk
## 2685 672 Car
## 2686 672 Cycle
## 2687 672 HSR
## 2688 672 Walk
## 2689 673 Car
## 2690 673 Cycle
## 2691 673 HSR
## 2692 673 Walk
## 2693 674 Car
## 2694 674 Cycle
## 2695 674 HSR
## 2696 674 Walk
## 2697 675 Car
## 2698 675 Cycle
## 2699 675 HSR
## 2700 675 Walk
## 2701 676 Car
## 2702 676 Cycle
## 2703 676 HSR
## 2704 676 Walk
## 2705 677 Car
## 2706 677 Cycle
## 2707 677 HSR
## 2708 677 Walk
## 2709 678 Car
## 2710 678 Cycle
## 2711 678 HSR
## 2712 678 Walk
## 2713 679 Car
## 2714 679 Cycle
## 2715 679 HSR
## 2716 679 Walk
## 2717 680 Car
## 2718 680 Cycle
## 2719 680 HSR
## 2720 680 Walk
## 2721 681 Car
## 2722 681 Cycle
## 2723 681 HSR
## 2724 681 Walk
## 2725 682 Car
## 2726 682 Cycle
## 2727 682 HSR
## 2728 682 Walk
## 2729 683 Car
## 2730 683 Cycle
## 2731 683 HSR
## 2732 683 Walk
## 2733 684 Car
## 2734 684 Cycle
## 2735 684 HSR
## 2736 684 Walk
## 2737 685 Car
## 2738 685 Cycle
## 2739 685 HSR
## 2740 685 Walk
## 2741 686 Car
## 2742 686 Cycle
## 2743 686 HSR
## 2744 686 Walk
## 2745 687 Car
## 2746 687 Cycle
## 2747 687 HSR
## 2748 687 Walk
## 2749 688 Car
## 2750 688 Cycle
## 2751 688 HSR
## 2752 688 Walk
## 2753 689 Car
## 2754 689 Cycle
## 2755 689 HSR
## 2756 689 Walk
## 2757 690 Car
## 2758 690 Cycle
## 2759 690 HSR
## 2760 690 Walk
## 2761 691 Car
## 2762 691 Cycle
## 2763 691 HSR
## 2764 691 Walk
## 2765 692 Car
## 2766 692 Cycle
## 2767 692 HSR
## 2768 692 Walk
## 2769 693 Car
## 2770 693 Cycle
## 2771 693 HSR
## 2772 693 Walk
## 2773 694 Car
## 2774 694 Cycle
## 2775 694 HSR
## 2776 694 Walk
## 2777 695 Car
## 2778 695 Cycle
## 2779 695 HSR
## 2780 695 Walk
## 2781 696 Car
## 2782 696 Cycle
## 2783 696 HSR
## 2784 696 Walk
## 2785 697 Car
## 2786 697 Cycle
## 2787 697 HSR
## 2788 697 Walk
## 2789 698 Car
## 2790 698 Cycle
## 2791 698 HSR
## 2792 698 Walk
## 2793 699 Car
## 2794 699 Cycle
## 2795 699 HSR
## 2796 699 Walk
## 2797 700 Car
## 2798 700 Cycle
## 2799 700 HSR
## 2800 700 Walk
## 2801 701 Car
## 2802 701 Cycle
## 2803 701 HSR
## 2804 701 Walk
## 2805 702 Car
## 2806 702 Cycle
## 2807 702 HSR
## 2808 702 Walk
## 2809 703 Car
## 2810 703 Cycle
## 2811 703 HSR
## 2812 703 Walk
## 2813 704 Car
## 2814 704 Cycle
## 2815 704 HSR
## 2816 704 Walk
## 2817 705 Car
## 2818 705 Cycle
## 2819 705 HSR
## 2820 705 Walk
## 2821 706 Car
## 2822 706 Cycle
## 2823 706 HSR
## 2824 706 Walk
## 2825 707 Car
## 2826 707 Cycle
## 2827 707 HSR
## 2828 707 Walk
## 2829 708 Car
## 2830 708 Cycle
## 2831 708 HSR
## 2832 708 Walk
## 2833 709 Car
## 2834 709 Cycle
## 2835 709 HSR
## 2836 709 Walk
## 2837 710 Car
## 2838 710 Cycle
## 2839 710 HSR
## 2840 710 Walk
## 2841 711 Car
## 2842 711 Cycle
## 2843 711 HSR
## 2844 711 Walk
## 2845 712 Car
## 2846 712 Cycle
## 2847 712 HSR
## 2848 712 Walk
## 2849 713 Car
## 2850 713 Cycle
## 2851 713 HSR
## 2852 713 Walk
## 2853 714 Car
## 2854 714 Cycle
## 2855 714 HSR
## 2856 714 Walk
## 2857 715 Car
## 2858 715 Cycle
## 2859 715 HSR
## 2860 715 Walk
## 2861 716 Car
## 2862 716 Cycle
## 2863 716 HSR
## 2864 716 Walk
## 2865 717 Car
## 2866 717 Cycle
## 2867 717 HSR
## 2868 717 Walk
## 2869 718 Car
## 2870 718 Cycle
## 2871 718 HSR
## 2872 718 Walk
## 2873 719 Car
## 2874 719 Cycle
## 2875 719 HSR
## 2876 719 Walk
## 2877 720 Car
## 2878 720 Cycle
## 2879 720 HSR
## 2880 720 Walk
## 2881 721 Car
## 2882 721 Cycle
## 2883 721 HSR
## 2884 721 Walk
## 2885 722 Car
## 2886 722 Cycle
## 2887 722 HSR
## 2888 722 Walk
## 2889 723 Car
## 2890 723 Cycle
## 2891 723 HSR
## 2892 723 Walk
## 2893 724 Car
## 2894 724 Cycle
## 2895 724 HSR
## 2896 724 Walk
## 2897 725 Car
## 2898 725 Cycle
## 2899 725 HSR
## 2900 725 Walk
## 2901 726 Car
## 2902 726 Cycle
## 2903 726 HSR
## 2904 726 Walk
## 2905 727 Car
## 2906 727 Cycle
## 2907 727 HSR
## 2908 727 Walk
## 2909 728 Car
## 2910 728 Cycle
## 2911 728 HSR
## 2912 728 Walk
## 2913 729 Car
## 2914 729 Cycle
## 2915 729 HSR
## 2916 729 Walk
## 2917 730 Car
## 2918 730 Cycle
## 2919 730 HSR
## 2920 730 Walk
## 2921 731 Car
## 2922 731 Cycle
## 2923 731 HSR
## 2924 731 Walk
## 2925 732 Car
## 2926 732 Cycle
## 2927 732 HSR
## 2928 732 Walk
## 2929 733 Car
## 2930 733 Cycle
## 2931 733 HSR
## 2932 733 Walk
## 2933 734 Car
## 2934 734 Cycle
## 2935 734 HSR
## 2936 734 Walk
## 2937 735 Car
## 2938 735 Cycle
## 2939 735 HSR
## 2940 735 Walk
## 2941 736 Car
## 2942 736 Cycle
## 2943 736 HSR
## 2944 736 Walk
## 2945 737 Car
## 2946 737 Cycle
## 2947 737 HSR
## 2948 737 Walk
## 2949 738 Car
## 2950 738 Cycle
## 2951 738 HSR
## 2952 738 Walk
## 2953 739 Car
## 2954 739 Cycle
## 2955 739 HSR
## 2956 739 Walk
## 2957 740 Car
## 2958 740 Cycle
## 2959 740 HSR
## 2960 740 Walk
## 2961 741 Car
## 2962 741 Cycle
## 2963 741 HSR
## 2964 741 Walk
## 2965 742 Car
## 2966 742 Cycle
## 2967 742 HSR
## 2968 742 Walk
## 2969 743 Car
## 2970 743 Cycle
## 2971 743 HSR
## 2972 743 Walk
## 2973 744 Car
## 2974 744 Cycle
## 2975 744 HSR
## 2976 744 Walk
## 2977 745 Car
## 2978 745 Cycle
## 2979 745 HSR
## 2980 745 Walk
## 2981 746 Car
## 2982 746 Cycle
## 2983 746 HSR
## 2984 746 Walk
## 2985 747 Car
## 2986 747 Cycle
## 2987 747 HSR
## 2988 747 Walk
## 2989 748 Car
## 2990 748 Cycle
## 2991 748 HSR
## 2992 748 Walk
## 2993 749 Car
## 2994 749 Cycle
## 2995 749 HSR
## 2996 749 Walk
## 2997 750 Car
## 2998 750 Cycle
## 2999 750 HSR
## 3000 750 Walk
## 3001 751 Car
## 3002 751 Cycle
## 3003 751 HSR
## 3004 751 Walk
## 3005 752 Car
## 3006 752 Cycle
## 3007 752 HSR
## 3008 752 Walk
## 3009 753 Car
## 3010 753 Cycle
## 3011 753 HSR
## 3012 753 Walk
## 3013 754 Car
## 3014 754 Cycle
## 3015 754 HSR
## 3016 754 Walk
## 3017 755 Car
## 3018 755 Cycle
## 3019 755 HSR
## 3020 755 Walk
## 3021 756 Car
## 3022 756 Cycle
## 3023 756 HSR
## 3024 756 Walk
## 3025 757 Car
## 3026 757 Cycle
## 3027 757 HSR
## 3028 757 Walk
## 3029 758 Car
## 3030 758 Cycle
## 3031 758 HSR
## 3032 758 Walk
## 3033 759 Car
## 3034 759 Cycle
## 3035 759 HSR
## 3036 759 Walk
## 3037 760 Car
## 3038 760 Cycle
## 3039 760 HSR
## 3040 760 Walk
## 3041 761 Car
## 3042 761 Cycle
## 3043 761 HSR
## 3044 761 Walk
## 3045 762 Car
## 3046 762 Cycle
## 3047 762 HSR
## 3048 762 Walk
## 3049 763 Car
## 3050 763 Cycle
## 3051 763 HSR
## 3052 763 Walk
## 3053 764 Car
## 3054 764 Cycle
## 3055 764 HSR
## 3056 764 Walk
## 3057 765 Car
## 3058 765 Cycle
## 3059 765 HSR
## 3060 765 Walk
## 3061 766 Car
## 3062 766 Cycle
## 3063 766 HSR
## 3064 766 Walk
## 3065 767 Car
## 3066 767 Cycle
## 3067 767 HSR
## 3068 767 Walk
## 3069 768 Car
## 3070 768 Cycle
## 3071 768 HSR
## 3072 768 Walk
## 3073 769 Car
## 3074 769 Cycle
## 3075 769 HSR
## 3076 769 Walk
## 3077 770 Car
## 3078 770 Cycle
## 3079 770 HSR
## 3080 770 Walk
## 3081 771 Car
## 3082 771 Cycle
## 3083 771 HSR
## 3084 771 Walk
## 3085 772 Car
## 3086 772 Cycle
## 3087 772 HSR
## 3088 772 Walk
## 3089 773 Car
## 3090 773 Cycle
## 3091 773 HSR
## 3092 773 Walk
## 3093 774 Car
## 3094 774 Cycle
## 3095 774 HSR
## 3096 774 Walk
## 3097 775 Car
## 3098 775 Cycle
## 3099 775 HSR
## 3100 775 Walk
## 3101 776 Car
## 3102 776 Cycle
## 3103 776 HSR
## 3104 776 Walk
## 3105 777 Car
## 3106 777 Cycle
## 3107 777 HSR
## 3108 777 Walk
## 3109 778 Car
## 3110 778 Cycle
## 3111 778 HSR
## 3112 778 Walk
## 3113 779 Car
## 3114 779 Cycle
## 3115 779 HSR
## 3116 779 Walk
## 3117 780 Car
## 3118 780 Cycle
## 3119 780 HSR
## 3120 780 Walk
## 3121 781 Car
## 3122 781 Cycle
## 3123 781 HSR
## 3124 781 Walk
## 3125 782 Car
## 3126 782 Cycle
## 3127 782 HSR
## 3128 782 Walk
## 3129 783 Car
## 3130 783 Cycle
## 3131 783 HSR
## 3132 783 Walk
## 3133 784 Car
## 3134 784 Cycle
## 3135 784 HSR
## 3136 784 Walk
## 3137 785 Car
## 3138 785 Cycle
## 3139 785 HSR
## 3140 785 Walk
## 3141 786 Car
## 3142 786 Cycle
## 3143 786 HSR
## 3144 786 Walk
## 3145 787 Car
## 3146 787 Cycle
## 3147 787 HSR
## 3148 787 Walk
## 3149 788 Car
## 3150 788 Cycle
## 3151 788 HSR
## 3152 788 Walk
## 3153 789 Car
## 3154 789 Cycle
## 3155 789 HSR
## 3156 789 Walk
## 3157 790 Car
## 3158 790 Cycle
## 3159 790 HSR
## 3160 790 Walk
## 3161 791 Car
## 3162 791 Cycle
## 3163 791 HSR
## 3164 791 Walk
## 3165 792 Car
## 3166 792 Cycle
## 3167 792 HSR
## 3168 792 Walk
## 3169 793 Car
## 3170 793 Cycle
## 3171 793 HSR
## 3172 793 Walk
## 3173 794 Car
## 3174 794 Cycle
## 3175 794 HSR
## 3176 794 Walk
## 3177 795 Car
## 3178 795 Cycle
## 3179 795 HSR
## 3180 795 Walk
## 3181 796 Car
## 3182 796 Cycle
## 3183 796 HSR
## 3184 796 Walk
## 3185 797 Car
## 3186 797 Cycle
## 3187 797 HSR
## 3188 797 Walk
## 3189 798 Car
## 3190 798 Cycle
## 3191 798 HSR
## 3192 798 Walk
## 3193 799 Car
## 3194 799 Cycle
## 3195 799 HSR
## 3196 799 Walk
## 3197 800 Car
## 3198 800 Cycle
## 3199 800 HSR
## 3200 800 Walk
## 3201 801 Car
## 3202 801 Cycle
## 3203 801 HSR
## 3204 801 Walk
## 3205 802 Car
## 3206 802 Cycle
## 3207 802 HSR
## 3208 802 Walk
## 3209 803 Car
## 3210 803 Cycle
## 3211 803 HSR
## 3212 803 Walk
## 3213 804 Car
## 3214 804 Cycle
## 3215 804 HSR
## 3216 804 Walk
## 3217 805 Car
## 3218 805 Cycle
## 3219 805 HSR
## 3220 805 Walk
## 3221 806 Car
## 3222 806 Cycle
## 3223 806 HSR
## 3224 806 Walk
## 3225 807 Car
## 3226 807 Cycle
## 3227 807 HSR
## 3228 807 Walk
## 3229 808 Car
## 3230 808 Cycle
## 3231 808 HSR
## 3232 808 Walk
## 3233 809 Car
## 3234 809 Cycle
## 3235 809 HSR
## 3236 809 Walk
## 3237 810 Car
## 3238 810 Cycle
## 3239 810 HSR
## 3240 810 Walk
## 3241 811 Car
## 3242 811 Cycle
## 3243 811 HSR
## 3244 811 Walk
## 3245 812 Car
## 3246 812 Cycle
## 3247 812 HSR
## 3248 812 Walk
## 3249 813 Car
## 3250 813 Cycle
## 3251 813 HSR
## 3252 813 Walk
## 3253 814 Car
## 3254 814 Cycle
## 3255 814 HSR
## 3256 814 Walk
## 3257 815 Car
## 3258 815 Cycle
## 3259 815 HSR
## 3260 815 Walk
## 3261 816 Car
## 3262 816 Cycle
## 3263 816 HSR
## 3264 816 Walk
## 3265 817 Car
## 3266 817 Cycle
## 3267 817 HSR
## 3268 817 Walk
## 3269 818 Car
## 3270 818 Cycle
## 3271 818 HSR
## 3272 818 Walk
## 3273 819 Car
## 3274 819 Cycle
## 3275 819 HSR
## 3276 819 Walk
## 3277 820 Car
## 3278 820 Cycle
## 3279 820 HSR
## 3280 820 Walk
## 3281 821 Car
## 3282 821 Cycle
## 3283 821 HSR
## 3284 821 Walk
## 3285 822 Car
## 3286 822 Cycle
## 3287 822 HSR
## 3288 822 Walk
## 3289 823 Car
## 3290 823 Cycle
## 3291 823 HSR
## 3292 823 Walk
## 3293 824 Car
## 3294 824 Cycle
## 3295 824 HSR
## 3296 824 Walk
## 3297 825 Car
## 3298 825 Cycle
## 3299 825 HSR
## 3300 825 Walk
## 3301 826 Car
## 3302 826 Cycle
## 3303 826 HSR
## 3304 826 Walk
## 3305 827 Car
## 3306 827 Cycle
## 3307 827 HSR
## 3308 827 Walk
## 3309 828 Car
## 3310 828 Cycle
## 3311 828 HSR
## 3312 828 Walk
## 3313 829 Car
## 3314 829 Cycle
## 3315 829 HSR
## 3316 829 Walk
## 3317 830 Car
## 3318 830 Cycle
## 3319 830 HSR
## 3320 830 Walk
## 3321 831 Car
## 3322 831 Cycle
## 3323 831 HSR
## 3324 831 Walk
## 3325 832 Car
## 3326 832 Cycle
## 3327 832 HSR
## 3328 832 Walk
## 3329 833 Car
## 3330 833 Cycle
## 3331 833 HSR
## 3332 833 Walk
## 3333 834 Car
## 3334 834 Cycle
## 3335 834 HSR
## 3336 834 Walk
## 3337 835 Car
## 3338 835 Cycle
## 3339 835 HSR
## 3340 835 Walk
## 3341 836 Car
## 3342 836 Cycle
## 3343 836 HSR
## 3344 836 Walk
## 3345 837 Car
## 3346 837 Cycle
## 3347 837 HSR
## 3348 837 Walk
## 3349 838 Car
## 3350 838 Cycle
## 3351 838 HSR
## 3352 838 Walk
## 3353 839 Car
## 3354 839 Cycle
## 3355 839 HSR
## 3356 839 Walk
## 3357 840 Car
## 3358 840 Cycle
## 3359 840 HSR
## 3360 840 Walk
## 3361 841 Car
## 3362 841 Cycle
## 3363 841 HSR
## 3364 841 Walk
## 3365 842 Car
## 3366 842 Cycle
## 3367 842 HSR
## 3368 842 Walk
## 3369 843 Car
## 3370 843 Cycle
## 3371 843 HSR
## 3372 843 Walk
## 3373 844 Car
## 3374 844 Cycle
## 3375 844 HSR
## 3376 844 Walk
## 3377 845 Car
## 3378 845 Cycle
## 3379 845 HSR
## 3380 845 Walk
## 3381 846 Car
## 3382 846 Cycle
## 3383 846 HSR
## 3384 846 Walk
## 3385 847 Car
## 3386 847 Cycle
## 3387 847 HSR
## 3388 847 Walk
## 3389 848 Car
## 3390 848 Cycle
## 3391 848 HSR
## 3392 848 Walk
## 3393 849 Car
## 3394 849 Cycle
## 3395 849 HSR
## 3396 849 Walk
## 3397 850 Car
## 3398 850 Cycle
## 3399 850 HSR
## 3400 850 Walk
## 3401 851 Car
## 3402 851 Cycle
## 3403 851 HSR
## 3404 851 Walk
## 3405 852 Car
## 3406 852 Cycle
## 3407 852 HSR
## 3408 852 Walk
## 3409 853 Car
## 3410 853 Cycle
## 3411 853 HSR
## 3412 853 Walk
## 3413 854 Car
## 3414 854 Cycle
## 3415 854 HSR
## 3416 854 Walk
## 3417 855 Car
## 3418 855 Cycle
## 3419 855 HSR
## 3420 855 Walk
## 3421 856 Car
## 3422 856 Cycle
## 3423 856 HSR
## 3424 856 Walk
## 3425 857 Car
## 3426 857 Cycle
## 3427 857 HSR
## 3428 857 Walk
## 3429 858 Car
## 3430 858 Cycle
## 3431 858 HSR
## 3432 858 Walk
## 3433 859 Car
## 3434 859 Cycle
## 3435 859 HSR
## 3436 859 Walk
## 3437 860 Car
## 3438 860 Cycle
## 3439 860 HSR
## 3440 860 Walk
## 3441 861 Car
## 3442 861 Cycle
## 3443 861 HSR
## 3444 861 Walk
## 3445 862 Car
## 3446 862 Cycle
## 3447 862 HSR
## 3448 862 Walk
## 3449 863 Car
## 3450 863 Cycle
## 3451 863 HSR
## 3452 863 Walk
## 3453 864 Car
## 3454 864 Cycle
## 3455 864 HSR
## 3456 864 Walk
## 3457 865 Car
## 3458 865 Cycle
## 3459 865 HSR
## 3460 865 Walk
## 3461 866 Car
## 3462 866 Cycle
## 3463 866 HSR
## 3464 866 Walk
## 3465 867 Car
## 3466 867 Cycle
## 3467 867 HSR
## 3468 867 Walk
## 3469 868 Car
## 3470 868 Cycle
## 3471 868 HSR
## 3472 868 Walk
## 3473 869 Car
## 3474 869 Cycle
## 3475 869 HSR
## 3476 869 Walk
## 3477 870 Car
## 3478 870 Cycle
## 3479 870 HSR
## 3480 870 Walk
## 3481 871 Car
## 3482 871 Cycle
## 3483 871 HSR
## 3484 871 Walk
## 3485 872 Car
## 3486 872 Cycle
## 3487 872 HSR
## 3488 872 Walk
## 3489 873 Car
## 3490 873 Cycle
## 3491 873 HSR
## 3492 873 Walk
## 3493 874 Car
## 3494 874 Cycle
## 3495 874 HSR
## 3496 874 Walk
## 3497 875 Car
## 3498 875 Cycle
## 3499 875 HSR
## 3500 875 Walk
## 3501 876 Car
## 3502 876 Cycle
## 3503 876 HSR
## 3504 876 Walk
## 3505 877 Car
## 3506 877 Cycle
## 3507 877 HSR
## 3508 877 Walk
## 3509 878 Car
## 3510 878 Cycle
## 3511 878 HSR
## 3512 878 Walk
## 3513 879 Car
## 3514 879 Cycle
## 3515 879 HSR
## 3516 879 Walk
## 3517 880 Car
## 3518 880 Cycle
## 3519 880 HSR
## 3520 880 Walk
## 3521 881 Car
## 3522 881 Cycle
## 3523 881 HSR
## 3524 881 Walk
## 3525 882 Car
## 3526 882 Cycle
## 3527 882 HSR
## 3528 882 Walk
## 3529 883 Car
## 3530 883 Cycle
## 3531 883 HSR
## 3532 883 Walk
## 3533 884 Car
## 3534 884 Cycle
## 3535 884 HSR
## 3536 884 Walk
## 3537 885 Car
## 3538 885 Cycle
## 3539 885 HSR
## 3540 885 Walk
## 3541 886 Car
## 3542 886 Cycle
## 3543 886 HSR
## 3544 886 Walk
## 3545 887 Car
## 3546 887 Cycle
## 3547 887 HSR
## 3548 887 Walk
## 3549 888 Car
## 3550 888 Cycle
## 3551 888 HSR
## 3552 888 Walk
## 3553 889 Car
## 3554 889 Cycle
## 3555 889 HSR
## 3556 889 Walk
## 3557 890 Car
## 3558 890 Cycle
## 3559 890 HSR
## 3560 890 Walk
## 3561 891 Car
## 3562 891 Cycle
## 3563 891 HSR
## 3564 891 Walk
## 3565 892 Car
## 3566 892 Cycle
## 3567 892 HSR
## 3568 892 Walk
## 3569 893 Car
## 3570 893 Cycle
## 3571 893 HSR
## 3572 893 Walk
## 3573 894 Car
## 3574 894 Cycle
## 3575 894 HSR
## 3576 894 Walk
## 3577 895 Car
## 3578 895 Cycle
## 3579 895 HSR
## 3580 895 Walk
## 3581 896 Car
## 3582 896 Cycle
## 3583 896 HSR
## 3584 896 Walk
## 3585 897 Car
## 3586 897 Cycle
## 3587 897 HSR
## 3588 897 Walk
## 3589 898 Car
## 3590 898 Cycle
## 3591 898 HSR
## 3592 898 Walk
## 3593 899 Car
## 3594 899 Cycle
## 3595 899 HSR
## 3596 899 Walk
## 3597 900 Car
## 3598 900 Cycle
## 3599 900 HSR
## 3600 900 Walk
## 3601 901 Car
## 3602 901 Cycle
## 3603 901 HSR
## 3604 901 Walk
## 3605 902 Car
## 3606 902 Cycle
## 3607 902 HSR
## 3608 902 Walk
## 3609 903 Car
## 3610 903 Cycle
## 3611 903 HSR
## 3612 903 Walk
## 3613 904 Car
## 3614 904 Cycle
## 3615 904 HSR
## 3616 904 Walk
## 3617 905 Car
## 3618 905 Cycle
## 3619 905 HSR
## 3620 905 Walk
## 3621 906 Car
## 3622 906 Cycle
## 3623 906 HSR
## 3624 906 Walk
## 3625 907 Car
## 3626 907 Cycle
## 3627 907 HSR
## 3628 907 Walk
## 3629 908 Car
## 3630 908 Cycle
## 3631 908 HSR
## 3632 908 Walk
## 3633 909 Car
## 3634 909 Cycle
## 3635 909 HSR
## 3636 909 Walk
## 3637 910 Car
## 3638 910 Cycle
## 3639 910 HSR
## 3640 910 Walk
## 3641 911 Car
## 3642 911 Cycle
## 3643 911 HSR
## 3644 911 Walk
## 3645 912 Car
## 3646 912 Cycle
## 3647 912 HSR
## 3648 912 Walk
## 3649 913 Car
## 3650 913 Cycle
## 3651 913 HSR
## 3652 913 Walk
## 3653 914 Car
## 3654 914 Cycle
## 3655 914 HSR
## 3656 914 Walk
## 3657 915 Car
## 3658 915 Cycle
## 3659 915 HSR
## 3660 915 Walk
## 3661 916 Car
## 3662 916 Cycle
## 3663 916 HSR
## 3664 916 Walk
## 3665 917 Car
## 3666 917 Cycle
## 3667 917 HSR
## 3668 917 Walk
## 3669 918 Car
## 3670 918 Cycle
## 3671 918 HSR
## 3672 918 Walk
## 3673 919 Car
## 3674 919 Cycle
## 3675 919 HSR
## 3676 919 Walk
## 3677 920 Car
## 3678 920 Cycle
## 3679 920 HSR
## 3680 920 Walk
## 3681 921 Car
## 3682 921 Cycle
## 3683 921 HSR
## 3684 921 Walk
## 3685 922 Car
## 3686 922 Cycle
## 3687 922 HSR
## 3688 922 Walk
## 3689 923 Car
## 3690 923 Cycle
## 3691 923 HSR
## 3692 923 Walk
## 3693 924 Car
## 3694 924 Cycle
## 3695 924 HSR
## 3696 924 Walk
## 3697 925 Car
## 3698 925 Cycle
## 3699 925 HSR
## 3700 925 Walk
## 3701 926 Car
## 3702 926 Cycle
## 3703 926 HSR
## 3704 926 Walk
## 3705 927 Car
## 3706 927 Cycle
## 3707 927 HSR
## 3708 927 Walk
## 3709 928 Car
## 3710 928 Cycle
## 3711 928 HSR
## 3712 928 Walk
## 3713 929 Car
## 3714 929 Cycle
## 3715 929 HSR
## 3716 929 Walk
## 3717 930 Car
## 3718 930 Cycle
## 3719 930 HSR
## 3720 930 Walk
## 3721 931 Car
## 3722 931 Cycle
## 3723 931 HSR
## 3724 931 Walk
## 3725 932 Car
## 3726 932 Cycle
## 3727 932 HSR
## 3728 932 Walk
## 3729 933 Car
## 3730 933 Cycle
## 3731 933 HSR
## 3732 933 Walk
## 3733 934 Car
## 3734 934 Cycle
## 3735 934 HSR
## 3736 934 Walk
## 3737 935 Car
## 3738 935 Cycle
## 3739 935 HSR
## 3740 935 Walk
## 3741 936 Car
## 3742 936 Cycle
## 3743 936 HSR
## 3744 936 Walk
## 3745 937 Car
## 3746 937 Cycle
## 3747 937 HSR
## 3748 937 Walk
## 3749 938 Car
## 3750 938 Cycle
## 3751 938 HSR
## 3752 938 Walk
## 3753 939 Car
## 3754 939 Cycle
## 3755 939 HSR
## 3756 939 Walk
## 3757 940 Car
## 3758 940 Cycle
## 3759 940 HSR
## 3760 940 Walk
## 3761 941 Car
## 3762 941 Cycle
## 3763 941 HSR
## 3764 941 Walk
## 3765 942 Car
## 3766 942 Cycle
## 3767 942 HSR
## 3768 942 Walk
## 3769 943 Car
## 3770 943 Cycle
## 3771 943 HSR
## 3772 943 Walk
## 3773 944 Car
## 3774 944 Cycle
## 3775 944 HSR
## 3776 944 Walk
## 3777 945 Car
## 3778 945 Cycle
## 3779 945 HSR
## 3780 945 Walk
## 3781 946 Car
## 3782 946 Cycle
## 3783 946 HSR
## 3784 946 Walk
## 3785 947 Car
## 3786 947 Cycle
## 3787 947 HSR
## 3788 947 Walk
## 3789 948 Car
## 3790 948 Cycle
## 3791 948 HSR
## 3792 948 Walk
## 3793 949 Car
## 3794 949 Cycle
## 3795 949 HSR
## 3796 949 Walk
## 3797 950 Car
## 3798 950 Cycle
## 3799 950 HSR
## 3800 950 Walk
## 3801 951 Car
## 3802 951 Cycle
## 3803 951 HSR
## 3804 951 Walk
## 3805 952 Car
## 3806 952 Cycle
## 3807 952 HSR
## 3808 952 Walk
## 3809 953 Car
## 3810 953 Cycle
## 3811 953 HSR
## 3812 953 Walk
## 3813 954 Car
## 3814 954 Cycle
## 3815 954 HSR
## 3816 954 Walk
## 3817 955 Car
## 3818 955 Cycle
## 3819 955 HSR
## 3820 955 Walk
## 3821 956 Car
## 3822 956 Cycle
## 3823 956 HSR
## 3824 956 Walk
## 3825 957 Car
## 3826 957 Cycle
## 3827 957 HSR
## 3828 957 Walk
## 3829 958 Car
## 3830 958 Cycle
## 3831 958 HSR
## 3832 958 Walk
## 3833 959 Car
## 3834 959 Cycle
## 3835 959 HSR
## 3836 959 Walk
## 3837 960 Car
## 3838 960 Cycle
## 3839 960 HSR
## 3840 960 Walk
## 3841 961 Car
## 3842 961 Cycle
## 3843 961 HSR
## 3844 961 Walk
## 3845 962 Car
## 3846 962 Cycle
## 3847 962 HSR
## 3848 962 Walk
## 3849 963 Car
## 3850 963 Cycle
## 3851 963 HSR
## 3852 963 Walk
## 3853 964 Car
## 3854 964 Cycle
## 3855 964 HSR
## 3856 964 Walk
## 3857 965 Car
## 3858 965 Cycle
## 3859 965 HSR
## 3860 965 Walk
## 3861 966 Car
## 3862 966 Cycle
## 3863 966 HSR
## 3864 966 Walk
## 3865 967 Car
## 3866 967 Cycle
## 3867 967 HSR
## 3868 967 Walk
## 3869 968 Car
## 3870 968 Cycle
## 3871 968 HSR
## 3872 968 Walk
## 3873 969 Car
## 3874 969 Cycle
## 3875 969 HSR
## 3876 969 Walk
## 3877 970 Car
## 3878 970 Cycle
## 3879 970 HSR
## 3880 970 Walk
## 3881 971 Car
## 3882 971 Cycle
## 3883 971 HSR
## 3884 971 Walk
## 3885 972 Car
## 3886 972 Cycle
## 3887 972 HSR
## 3888 972 Walk
## 3889 973 Car
## 3890 973 Cycle
## 3891 973 HSR
## 3892 973 Walk
## 3893 974 Car
## 3894 974 Cycle
## 3895 974 HSR
## 3896 974 Walk
## 3897 975 Car
## 3898 975 Cycle
## 3899 975 HSR
## 3900 975 Walk
## 3901 976 Car
## 3902 976 Cycle
## 3903 976 HSR
## 3904 976 Walk
## 3905 977 Car
## 3906 977 Cycle
## 3907 977 HSR
## 3908 977 Walk
## 3909 978 Car
## 3910 978 Cycle
## 3911 978 HSR
## 3912 978 Walk
## 3913 979 Car
## 3914 979 Cycle
## 3915 979 HSR
## 3916 979 Walk
## 3917 980 Car
## 3918 980 Cycle
## 3919 980 HSR
## 3920 980 Walk
## 3921 981 Car
## 3922 981 Cycle
## 3923 981 HSR
## 3924 981 Walk
## 3925 982 Car
## 3926 982 Cycle
## 3927 982 HSR
## 3928 982 Walk
## 3929 983 Car
## 3930 983 Cycle
## 3931 983 HSR
## 3932 983 Walk
## 3933 984 Car
## 3934 984 Cycle
## 3935 984 HSR
## 3936 984 Walk
## 3937 985 Car
## 3938 985 Cycle
## 3939 985 HSR
## 3940 985 Walk
## 3941 986 Car
## 3942 986 Cycle
## 3943 986 HSR
## 3944 986 Walk
## 3945 987 Car
## 3946 987 Cycle
## 3947 987 HSR
## 3948 987 Walk
## 3949 988 Car
## 3950 988 Cycle
## 3951 988 HSR
## 3952 988 Walk
## 3953 989 Car
## 3954 989 Cycle
## 3955 989 HSR
## 3956 989 Walk
## 3957 990 Car
## 3958 990 Cycle
## 3959 990 HSR
## 3960 990 Walk
## 3961 991 Car
## 3962 991 Cycle
## 3963 991 HSR
## 3964 991 Walk
## 3965 992 Car
## 3966 992 Cycle
## 3967 992 HSR
## 3968 992 Walk
## 3969 993 Car
## 3970 993 Cycle
## 3971 993 HSR
## 3972 993 Walk
## 3973 994 Car
## 3974 994 Cycle
## 3975 994 HSR
## 3976 994 Walk
## 3977 995 Car
## 3978 995 Cycle
## 3979 995 HSR
## 3980 995 Walk
## 3981 996 Car
## 3982 996 Cycle
## 3983 996 HSR
## 3984 996 Walk
## 3985 997 Car
## 3986 997 Cycle
## 3987 997 HSR
## 3988 997 Walk
## 3989 998 Car
## 3990 998 Cycle
## 3991 998 HSR
## 3992 998 Walk
## 3993 999 Car
## 3994 999 Cycle
## 3995 999 HSR
## 3996 999 Walk
## 3997 1000 Car
## 3998 1000 Cycle
## 3999 1000 HSR
## 4000 1000 Walk
## 4001 1001 Car
## 4002 1001 Cycle
## 4003 1001 HSR
## 4004 1001 Walk
## 4005 1002 Car
## 4006 1002 Cycle
## 4007 1002 HSR
## 4008 1002 Walk
## 4009 1003 Car
## 4010 1003 Cycle
## 4011 1003 HSR
## 4012 1003 Walk
## 4013 1004 Car
## 4014 1004 Cycle
## 4015 1004 HSR
## 4016 1004 Walk
## 4017 1005 Car
## 4018 1005 Cycle
## 4019 1005 HSR
## 4020 1005 Walk
## 4021 1006 Car
## 4022 1006 Cycle
## 4023 1006 HSR
## 4024 1006 Walk
## 4025 1007 Car
## 4026 1007 Cycle
## 4027 1007 HSR
## 4028 1007 Walk
## 4029 1008 Car
## 4030 1008 Cycle
## 4031 1008 HSR
## 4032 1008 Walk
## 4033 1009 Car
## 4034 1009 Cycle
## 4035 1009 HSR
## 4036 1009 Walk
## 4037 1010 Car
## 4038 1010 Cycle
## 4039 1010 HSR
## 4040 1010 Walk
## 4041 1011 Car
## 4042 1011 Cycle
## 4043 1011 HSR
## 4044 1011 Walk
## 4045 1012 Car
## 4046 1012 Cycle
## 4047 1012 HSR
## 4048 1012 Walk
## 4049 1013 Car
## 4050 1013 Cycle
## 4051 1013 HSR
## 4052 1013 Walk
## 4053 1014 Car
## 4054 1014 Cycle
## 4055 1014 HSR
## 4056 1014 Walk
## 4057 1015 Car
## 4058 1015 Cycle
## 4059 1015 HSR
## 4060 1015 Walk
## 4061 1016 Car
## 4062 1016 Cycle
## 4063 1016 HSR
## 4064 1016 Walk
## 4065 1017 Car
## 4066 1017 Cycle
## 4067 1017 HSR
## 4068 1017 Walk
## 4069 1018 Car
## 4070 1018 Cycle
## 4071 1018 HSR
## 4072 1018 Walk
## 4073 1019 Car
## 4074 1019 Cycle
## 4075 1019 HSR
## 4076 1019 Walk
## 4077 1020 Car
## 4078 1020 Cycle
## 4079 1020 HSR
## 4080 1020 Walk
## 4081 1021 Car
## 4082 1021 Cycle
## 4083 1021 HSR
## 4084 1021 Walk
## 4085 1022 Car
## 4086 1022 Cycle
## 4087 1022 HSR
## 4088 1022 Walk
## 4089 1023 Car
## 4090 1023 Cycle
## 4091 1023 HSR
## 4092 1023 Walk
## 4093 1024 Car
## 4094 1024 Cycle
## 4095 1024 HSR
## 4096 1024 Walk
## 4097 1025 Car
## 4098 1025 Cycle
## 4099 1025 HSR
## 4100 1025 Walk
## 4101 1026 Car
## 4102 1026 Cycle
## 4103 1026 HSR
## 4104 1026 Walk
## 4105 1027 Car
## 4106 1027 Cycle
## 4107 1027 HSR
## 4108 1027 Walk
## 4109 1028 Car
## 4110 1028 Cycle
## 4111 1028 HSR
## 4112 1028 Walk
## 4113 1029 Car
## 4114 1029 Cycle
## 4115 1029 HSR
## 4116 1029 Walk
## 4117 1030 Car
## 4118 1030 Cycle
## 4119 1030 HSR
## 4120 1030 Walk
## 4121 1031 Car
## 4122 1031 Cycle
## 4123 1031 HSR
## 4124 1031 Walk
## 4125 1032 Car
## 4126 1032 Cycle
## 4127 1032 HSR
## 4128 1032 Walk
## 4129 1033 Car
## 4130 1033 Cycle
## 4131 1033 HSR
## 4132 1033 Walk
## 4133 1034 Car
## 4134 1034 Cycle
## 4135 1034 HSR
## 4136 1034 Walk
## 4137 1035 Car
## 4138 1035 Cycle
## 4139 1035 HSR
## 4140 1035 Walk
## 4141 1036 Car
## 4142 1036 Cycle
## 4143 1036 HSR
## 4144 1036 Walk
## 4145 1037 Car
## 4146 1037 Cycle
## 4147 1037 HSR
## 4148 1037 Walk
## 4149 1038 Car
## 4150 1038 Cycle
## 4151 1038 HSR
## 4152 1038 Walk
## 4153 1039 Car
## 4154 1039 Cycle
## 4155 1039 HSR
## 4156 1039 Walk
## 4157 1040 Car
## 4158 1040 Cycle
## 4159 1040 HSR
## 4160 1040 Walk
## 4161 1041 Car
## 4162 1041 Cycle
## 4163 1041 HSR
## 4164 1041 Walk
## 4165 1042 Car
## 4166 1042 Cycle
## 4167 1042 HSR
## 4168 1042 Walk
## 4169 1043 Car
## 4170 1043 Cycle
## 4171 1043 HSR
## 4172 1043 Walk
## 4173 1044 Car
## 4174 1044 Cycle
## 4175 1044 HSR
## 4176 1044 Walk
## 4177 1045 Car
## 4178 1045 Cycle
## 4179 1045 HSR
## 4180 1045 Walk
## 4181 1046 Car
## 4182 1046 Cycle
## 4183 1046 HSR
## 4184 1046 Walk
## 4185 1047 Car
## 4186 1047 Cycle
## 4187 1047 HSR
## 4188 1047 Walk
## 4189 1048 Car
## 4190 1048 Cycle
## 4191 1048 HSR
## 4192 1048 Walk
## 4193 1049 Car
## 4194 1049 Cycle
## 4195 1049 HSR
## 4196 1049 Walk
## 4197 1050 Car
## 4198 1050 Cycle
## 4199 1050 HSR
## 4200 1050 Walk
## 4201 1051 Car
## 4202 1051 Cycle
## 4203 1051 HSR
## 4204 1051 Walk
## 4205 1052 Car
## 4206 1052 Cycle
## 4207 1052 HSR
## 4208 1052 Walk
## 4209 1053 Car
## 4210 1053 Cycle
## 4211 1053 HSR
## 4212 1053 Walk
## 4213 1054 Car
## 4214 1054 Cycle
## 4215 1054 HSR
## 4216 1054 Walk
## 4217 1055 Car
## 4218 1055 Cycle
## 4219 1055 HSR
## 4220 1055 Walk
## 4221 1056 Car
## 4222 1056 Cycle
## 4223 1056 HSR
## 4224 1056 Walk
## 4225 1057 Car
## 4226 1057 Cycle
## 4227 1057 HSR
## 4228 1057 Walk
## 4229 1058 Car
## 4230 1058 Cycle
## 4231 1058 HSR
## 4232 1058 Walk
## 4233 1059 Car
## 4234 1059 Cycle
## 4235 1059 HSR
## 4236 1059 Walk
## 4237 1060 Car
## 4238 1060 Cycle
## 4239 1060 HSR
## 4240 1060 Walk
## 4241 1061 Car
## 4242 1061 Cycle
## 4243 1061 HSR
## 4244 1061 Walk
## 4245 1062 Car
## 4246 1062 Cycle
## 4247 1062 HSR
## 4248 1062 Walk
## 4249 1063 Car
## 4250 1063 Cycle
## 4251 1063 HSR
## 4252 1063 Walk
## 4253 1064 Car
## 4254 1064 Cycle
## 4255 1064 HSR
## 4256 1064 Walk
## 4257 1065 Car
## 4258 1065 Cycle
## 4259 1065 HSR
## 4260 1065 Walk
## 4261 1066 Car
## 4262 1066 Cycle
## 4263 1066 HSR
## 4264 1066 Walk
## 4265 1067 Car
## 4266 1067 Cycle
## 4267 1067 HSR
## 4268 1067 Walk
## 4269 1068 Car
## 4270 1068 Cycle
## 4271 1068 HSR
## 4272 1068 Walk
## 4273 1069 Car
## 4274 1069 Cycle
## 4275 1069 HSR
## 4276 1069 Walk
## 4277 1070 Car
## 4278 1070 Cycle
## 4279 1070 HSR
## 4280 1070 Walk
## 4281 1071 Car
## 4282 1071 Cycle
## 4283 1071 HSR
## 4284 1071 Walk
## 4285 1072 Car
## 4286 1072 Cycle
## 4287 1072 HSR
## 4288 1072 Walk
## 4289 1073 Car
## 4290 1073 Cycle
## 4291 1073 HSR
## 4292 1073 Walk
## 4293 1074 Car
## 4294 1074 Cycle
## 4295 1074 HSR
## 4296 1074 Walk
## 4297 1075 Car
## 4298 1075 Cycle
## 4299 1075 HSR
## 4300 1075 Walk
## 4301 1076 Car
## 4302 1076 Cycle
## 4303 1076 HSR
## 4304 1076 Walk
## 4305 1077 Car
## 4306 1077 Cycle
## 4307 1077 HSR
## 4308 1077 Walk
## 4309 1078 Car
## 4310 1078 Cycle
## 4311 1078 HSR
## 4312 1078 Walk
## 4313 1079 Car
## 4314 1079 Cycle
## 4315 1079 HSR
## 4316 1079 Walk
## 4317 1080 Car
## 4318 1080 Cycle
## 4319 1080 HSR
## 4320 1080 Walk
## 4321 1081 Car
## 4322 1081 Cycle
## 4323 1081 HSR
## 4324 1081 Walk
## 4325 1082 Car
## 4326 1082 Cycle
## 4327 1082 HSR
## 4328 1082 Walk
## 4329 1083 Car
## 4330 1083 Cycle
## 4331 1083 HSR
## 4332 1083 Walk
## 4333 1084 Car
## 4334 1084 Cycle
## 4335 1084 HSR
## 4336 1084 Walk
## 4337 1085 Car
## 4338 1085 Cycle
## 4339 1085 HSR
## 4340 1085 Walk
## 4341 1086 Car
## 4342 1086 Cycle
## 4343 1086 HSR
## 4344 1086 Walk
## 4345 1087 Car
## 4346 1087 Cycle
## 4347 1087 HSR
## 4348 1087 Walk
## 4349 1088 Car
## 4350 1088 Cycle
## 4351 1088 HSR
## 4352 1088 Walk
## 4353 1089 Car
## 4354 1089 Cycle
## 4355 1089 HSR
## 4356 1089 Walk
## 4357 1090 Car
## 4358 1090 Cycle
## 4359 1090 HSR
## 4360 1090 Walk
## 4361 1091 Car
## 4362 1091 Cycle
## 4363 1091 HSR
## 4364 1091 Walk
## 4365 1092 Car
## 4366 1092 Cycle
## 4367 1092 HSR
## 4368 1092 Walk
## 4369 1093 Car
## 4370 1093 Cycle
## 4371 1093 HSR
## 4372 1093 Walk
## 4373 1094 Car
## 4374 1094 Cycle
## 4375 1094 HSR
## 4376 1094 Walk
## 4377 1095 Car
## 4378 1095 Cycle
## 4379 1095 HSR
## 4380 1095 Walk
## 4381 1096 Car
## 4382 1096 Cycle
## 4383 1096 HSR
## 4384 1096 Walk
## 4385 1097 Car
## 4386 1097 Cycle
## 4387 1097 HSR
## 4388 1097 Walk
## 4389 1098 Car
## 4390 1098 Cycle
## 4391 1098 HSR
## 4392 1098 Walk
## 4393 1099 Car
## 4394 1099 Cycle
## 4395 1099 HSR
## 4396 1099 Walk
## 4397 1100 Car
## 4398 1100 Cycle
## 4399 1100 HSR
## 4400 1100 Walk
## 4401 1101 Car
## 4402 1101 Cycle
## 4403 1101 HSR
## 4404 1101 Walk
## 4405 1102 Car
## 4406 1102 Cycle
## 4407 1102 HSR
## 4408 1102 Walk
## 4409 1103 Car
## 4410 1103 Cycle
## 4411 1103 HSR
## 4412 1103 Walk
## 4413 1104 Car
## 4414 1104 Cycle
## 4415 1104 HSR
## 4416 1104 Walk
## 4417 1105 Car
## 4418 1105 Cycle
## 4419 1105 HSR
## 4420 1105 Walk
## 4421 1106 Car
## 4422 1106 Cycle
## 4423 1106 HSR
## 4424 1106 Walk
## 4425 1107 Car
## 4426 1107 Cycle
## 4427 1107 HSR
## 4428 1107 Walk
## 4429 1108 Car
## 4430 1108 Cycle
## 4431 1108 HSR
## 4432 1108 Walk
## 4433 1109 Car
## 4434 1109 Cycle
## 4435 1109 HSR
## 4436 1109 Walk
## 4437 1110 Car
## 4438 1110 Cycle
## 4439 1110 HSR
## 4440 1110 Walk
## 4441 1111 Car
## 4442 1111 Cycle
## 4443 1111 HSR
## 4444 1111 Walk
## 4445 1112 Car
## 4446 1112 Cycle
## 4447 1112 HSR
## 4448 1112 Walk
## 4449 1113 Car
## 4450 1113 Cycle
## 4451 1113 HSR
## 4452 1113 Walk
## 4453 1114 Car
## 4454 1114 Cycle
## 4455 1114 HSR
## 4456 1114 Walk
## 4457 1115 Car
## 4458 1115 Cycle
## 4459 1115 HSR
## 4460 1115 Walk
## 4461 1116 Car
## 4462 1116 Cycle
## 4463 1116 HSR
## 4464 1116 Walk
## 4465 1117 Car
## 4466 1117 Cycle
## 4467 1117 HSR
## 4468 1117 Walk
## 4469 1118 Car
## 4470 1118 Cycle
## 4471 1118 HSR
## 4472 1118 Walk
## 4473 1119 Car
## 4474 1119 Cycle
## 4475 1119 HSR
## 4476 1119 Walk
## 4477 1120 Car
## 4478 1120 Cycle
## 4479 1120 HSR
## 4480 1120 Walk
## 4481 1121 Car
## 4482 1121 Cycle
## 4483 1121 HSR
## 4484 1121 Walk
## 4485 1122 Car
## 4486 1122 Cycle
## 4487 1122 HSR
## 4488 1122 Walk
## 4489 1123 Car
## 4490 1123 Cycle
## 4491 1123 HSR
## 4492 1123 Walk
## 4493 1124 Car
## 4494 1124 Cycle
## 4495 1124 HSR
## 4496 1124 Walk
## 4497 1125 Car
## 4498 1125 Cycle
## 4499 1125 HSR
## 4500 1125 Walk
## 4501 1126 Car
## 4502 1126 Cycle
## 4503 1126 HSR
## 4504 1126 Walk
## 4505 1127 Car
## 4506 1127 Cycle
## 4507 1127 HSR
## 4508 1127 Walk
## 4509 1128 Car
## 4510 1128 Cycle
## 4511 1128 HSR
## 4512 1128 Walk
## 4513 1129 Car
## 4514 1129 Cycle
## 4515 1129 HSR
## 4516 1129 Walk
## 4517 1130 Car
## 4518 1130 Cycle
## 4519 1130 HSR
## 4520 1130 Walk
## 4521 1131 Car
## 4522 1131 Cycle
## 4523 1131 HSR
## 4524 1131 Walk
## 4525 1132 Car
## 4526 1132 Cycle
## 4527 1132 HSR
## 4528 1132 Walk
## 4529 1133 Car
## 4530 1133 Cycle
## 4531 1133 HSR
## 4532 1133 Walk
## 4533 1134 Car
## 4534 1134 Cycle
## 4535 1134 HSR
## 4536 1134 Walk
## 4537 1135 Car
## 4538 1135 Cycle
## 4539 1135 HSR
## 4540 1135 Walk
## 4541 1136 Car
## 4542 1136 Cycle
## 4543 1136 HSR
## 4544 1136 Walk
## 4545 1137 Car
## 4546 1137 Cycle
## 4547 1137 HSR
## 4548 1137 Walk
## 4549 1138 Car
## 4550 1138 Cycle
## 4551 1138 HSR
## 4552 1138 Walk
## 4553 1139 Car
## 4554 1139 Cycle
## 4555 1139 HSR
## 4556 1139 Walk
## 4557 1140 Car
## 4558 1140 Cycle
## 4559 1140 HSR
## 4560 1140 Walk
## 4561 1141 Car
## 4562 1141 Cycle
## 4563 1141 HSR
## 4564 1141 Walk
## 4565 1142 Car
## 4566 1142 Cycle
## 4567 1142 HSR
## 4568 1142 Walk
## 4569 1143 Car
## 4570 1143 Cycle
## 4571 1143 HSR
## 4572 1143 Walk
## 4573 1144 Car
## 4574 1144 Cycle
## 4575 1144 HSR
## 4576 1144 Walk
## 4577 1145 Car
## 4578 1145 Cycle
## 4579 1145 HSR
## 4580 1145 Walk
## 4581 1146 Car
## 4582 1146 Cycle
## 4583 1146 HSR
## 4584 1146 Walk
## 4585 1147 Car
## 4586 1147 Cycle
## 4587 1147 HSR
## 4588 1147 Walk
## 4589 1148 Car
## 4590 1148 Cycle
## 4591 1148 HSR
## 4592 1148 Walk
## 4593 1149 Car
## 4594 1149 Cycle
## 4595 1149 HSR
## 4596 1149 Walk
## 4597 1150 Car
## 4598 1150 Cycle
## 4599 1150 HSR
## 4600 1150 Walk
## 4601 1151 Car
## 4602 1151 Cycle
## 4603 1151 HSR
## 4604 1151 Walk
## 4605 1152 Car
## 4606 1152 Cycle
## 4607 1152 HSR
## 4608 1152 Walk
## 4609 1153 Car
## 4610 1153 Cycle
## 4611 1153 HSR
## 4612 1153 Walk
## 4613 1154 Car
## 4614 1154 Cycle
## 4615 1154 HSR
## 4616 1154 Walk
## 4617 1155 Car
## 4618 1155 Cycle
## 4619 1155 HSR
## 4620 1155 Walk
## 4621 1156 Car
## 4622 1156 Cycle
## 4623 1156 HSR
## 4624 1156 Walk
## 4625 1157 Car
## 4626 1157 Cycle
## 4627 1157 HSR
## 4628 1157 Walk
## 4629 1158 Car
## 4630 1158 Cycle
## 4631 1158 HSR
## 4632 1158 Walk
## 4633 1159 Car
## 4634 1159 Cycle
## 4635 1159 HSR
## 4636 1159 Walk
## 4637 1160 Car
## 4638 1160 Cycle
## 4639 1160 HSR
## 4640 1160 Walk
## 4641 1161 Car
## 4642 1161 Cycle
## 4643 1161 HSR
## 4644 1161 Walk
## 4645 1162 Car
## 4646 1162 Cycle
## 4647 1162 HSR
## 4648 1162 Walk
## 4649 1163 Car
## 4650 1163 Cycle
## 4651 1163 HSR
## 4652 1163 Walk
## 4653 1164 Car
## 4654 1164 Cycle
## 4655 1164 HSR
## 4656 1164 Walk
## 4657 1165 Car
## 4658 1165 Cycle
## 4659 1165 HSR
## 4660 1165 Walk
## 4661 1166 Car
## 4662 1166 Cycle
## 4663 1166 HSR
## 4664 1166 Walk
## 4665 1167 Car
## 4666 1167 Cycle
## 4667 1167 HSR
## 4668 1167 Walk
## 4669 1168 Car
## 4670 1168 Cycle
## 4671 1168 HSR
## 4672 1168 Walk
## 4673 1169 Car
## 4674 1169 Cycle
## 4675 1169 HSR
## 4676 1169 Walk
## 4677 1170 Car
## 4678 1170 Cycle
## 4679 1170 HSR
## 4680 1170 Walk
## 4681 1171 Car
## 4682 1171 Cycle
## 4683 1171 HSR
## 4684 1171 Walk
## 4685 1172 Car
## 4686 1172 Cycle
## 4687 1172 HSR
## 4688 1172 Walk
## 4689 1173 Car
## 4690 1173 Cycle
## 4691 1173 HSR
## 4692 1173 Walk
## 4693 1174 Car
## 4694 1174 Cycle
## 4695 1174 HSR
## 4696 1174 Walk
## 4697 1175 Car
## 4698 1175 Cycle
## 4699 1175 HSR
## 4700 1175 Walk
## 4701 1176 Car
## 4702 1176 Cycle
## 4703 1176 HSR
## 4704 1176 Walk
## 4705 1177 Car
## 4706 1177 Cycle
## 4707 1177 HSR
## 4708 1177 Walk
## 4709 1178 Car
## 4710 1178 Cycle
## 4711 1178 HSR
## 4712 1178 Walk
## 4713 1179 Car
## 4714 1179 Cycle
## 4715 1179 HSR
## 4716 1179 Walk
## 4717 1180 Car
## 4718 1180 Cycle
## 4719 1180 HSR
## 4720 1180 Walk
## 4721 1181 Car
## 4722 1181 Cycle
## 4723 1181 HSR
## 4724 1181 Walk
## 4725 1182 Car
## 4726 1182 Cycle
## 4727 1182 HSR
## 4728 1182 Walk
## 4729 1183 Car
## 4730 1183 Cycle
## 4731 1183 HSR
## 4732 1183 Walk
## 4733 1184 Car
## 4734 1184 Cycle
## 4735 1184 HSR
## 4736 1184 Walk
## 4737 1185 Car
## 4738 1185 Cycle
## 4739 1185 HSR
## 4740 1185 Walk
## 4741 1186 Car
## 4742 1186 Cycle
## 4743 1186 HSR
## 4744 1186 Walk
## 4745 1187 Car
## 4746 1187 Cycle
## 4747 1187 HSR
## 4748 1187 Walk
## 4749 1188 Car
## 4750 1188 Cycle
## 4751 1188 HSR
## 4752 1188 Walk
## 4753 1189 Car
## 4754 1189 Cycle
## 4755 1189 HSR
## 4756 1189 Walk
## 4757 1190 Car
## 4758 1190 Cycle
## 4759 1190 HSR
## 4760 1190 Walk
## 4761 1191 Car
## 4762 1191 Cycle
## 4763 1191 HSR
## 4764 1191 Walk
## 4765 1192 Car
## 4766 1192 Cycle
## 4767 1192 HSR
## 4768 1192 Walk
## 4769 1193 Car
## 4770 1193 Cycle
## 4771 1193 HSR
## 4772 1193 Walk
## 4773 1194 Car
## 4774 1194 Cycle
## 4775 1194 HSR
## 4776 1194 Walk
## 4777 1195 Car
## 4778 1195 Cycle
## 4779 1195 HSR
## 4780 1195 Walk
## 4781 1196 Car
## 4782 1196 Cycle
## 4783 1196 HSR
## 4784 1196 Walk
## 4785 1197 Car
## 4786 1197 Cycle
## 4787 1197 HSR
## 4788 1197 Walk
## 4789 1198 Car
## 4790 1198 Cycle
## 4791 1198 HSR
## 4792 1198 Walk
## 4793 1199 Car
## 4794 1199 Cycle
## 4795 1199 HSR
## 4796 1199 Walk
## 4797 1200 Car
## 4798 1200 Cycle
## 4799 1200 HSR
## 4800 1200 Walk
## 4801 1201 Car
## 4802 1201 Cycle
## 4803 1201 HSR
## 4804 1201 Walk
## 4805 1202 Car
## 4806 1202 Cycle
## 4807 1202 HSR
## 4808 1202 Walk
## 4809 1203 Car
## 4810 1203 Cycle
## 4811 1203 HSR
## 4812 1203 Walk
## 4813 1204 Car
## 4814 1204 Cycle
## 4815 1204 HSR
## 4816 1204 Walk
## 4817 1205 Car
## 4818 1205 Cycle
## 4819 1205 HSR
## 4820 1205 Walk
## 4821 1206 Car
## 4822 1206 Cycle
## 4823 1206 HSR
## 4824 1206 Walk
## 4825 1207 Car
## 4826 1207 Cycle
## 4827 1207 HSR
## 4828 1207 Walk
## 4829 1208 Car
## 4830 1208 Cycle
## 4831 1208 HSR
## 4832 1208 Walk
## 4833 1209 Car
## 4834 1209 Cycle
## 4835 1209 HSR
## 4836 1209 Walk
## 4837 1210 Car
## 4838 1210 Cycle
## 4839 1210 HSR
## 4840 1210 Walk
## 4841 1211 Car
## 4842 1211 Cycle
## 4843 1211 HSR
## 4844 1211 Walk
## 4845 1212 Car
## 4846 1212 Cycle
## 4847 1212 HSR
## 4848 1212 Walk
## 4849 1213 Car
## 4850 1213 Cycle
## 4851 1213 HSR
## 4852 1213 Walk
## 4853 1214 Car
## 4854 1214 Cycle
## 4855 1214 HSR
## 4856 1214 Walk
## 4857 1215 Car
## 4858 1215 Cycle
## 4859 1215 HSR
## 4860 1215 Walk
## 4861 1216 Car
## 4862 1216 Cycle
## 4863 1216 HSR
## 4864 1216 Walk
## 4865 1217 Car
## 4866 1217 Cycle
## 4867 1217 HSR
## 4868 1217 Walk
## 4869 1218 Car
## 4870 1218 Cycle
## 4871 1218 HSR
## 4872 1218 Walk
## 4873 1219 Car
## 4874 1219 Cycle
## 4875 1219 HSR
## 4876 1219 Walk
## 4877 1220 Car
## 4878 1220 Cycle
## 4879 1220 HSR
## 4880 1220 Walk
## 4881 1221 Car
## 4882 1221 Cycle
## 4883 1221 HSR
## 4884 1221 Walk
## 4885 1222 Car
## 4886 1222 Cycle
## 4887 1222 HSR
## 4888 1222 Walk
## 4889 1223 Car
## 4890 1223 Cycle
## 4891 1223 HSR
## 4892 1223 Walk
## 4893 1224 Car
## 4894 1224 Cycle
## 4895 1224 HSR
## 4896 1224 Walk
## 4897 1225 Car
## 4898 1225 Cycle
## 4899 1225 HSR
## 4900 1225 Walk
## 4901 1226 Car
## 4902 1226 Cycle
## 4903 1226 HSR
## 4904 1226 Walk
## 4905 1227 Car
## 4906 1227 Cycle
## 4907 1227 HSR
## 4908 1227 Walk
## 4909 1228 Car
## 4910 1228 Cycle
## 4911 1228 HSR
## 4912 1228 Walk
## 4913 1229 Car
## 4914 1229 Cycle
## 4915 1229 HSR
## 4916 1229 Walk
## 4917 1230 Car
## 4918 1230 Cycle
## 4919 1230 HSR
## 4920 1230 Walk
## 4921 1231 Car
## 4922 1231 Cycle
## 4923 1231 HSR
## 4924 1231 Walk
## 4925 1232 Car
## 4926 1232 Cycle
## 4927 1232 HSR
## 4928 1232 Walk
## 4929 1233 Car
## 4930 1233 Cycle
## 4931 1233 HSR
## 4932 1233 Walk
## 4933 1234 Car
## 4934 1234 Cycle
## 4935 1234 HSR
## 4936 1234 Walk
## 4937 1235 Car
## 4938 1235 Cycle
## 4939 1235 HSR
## 4940 1235 Walk
## 4941 1236 Car
## 4942 1236 Cycle
## 4943 1236 HSR
## 4944 1236 Walk
## 4945 1237 Car
## 4946 1237 Cycle
## 4947 1237 HSR
## 4948 1237 Walk
## 4949 1238 Car
## 4950 1238 Cycle
## 4951 1238 HSR
## 4952 1238 Walk
## 4953 1239 Car
## 4954 1239 Cycle
## 4955 1239 HSR
## 4956 1239 Walk
## 4957 1240 Car
## 4958 1240 Cycle
## 4959 1240 HSR
## 4960 1240 Walk
## 4961 1241 Car
## 4962 1241 Cycle
## 4963 1241 HSR
## 4964 1241 Walk
## 4965 1242 Car
## 4966 1242 Cycle
## 4967 1242 HSR
## 4968 1242 Walk
## 4969 1243 Car
## 4970 1243 Cycle
## 4971 1243 HSR
## 4972 1243 Walk
## 4973 1244 Car
## 4974 1244 Cycle
## 4975 1244 HSR
## 4976 1244 Walk
## 4977 1245 Car
## 4978 1245 Cycle
## 4979 1245 HSR
## 4980 1245 Walk
## 4981 1246 Car
## 4982 1246 Cycle
## 4983 1246 HSR
## 4984 1246 Walk
## 4985 1247 Car
## 4986 1247 Cycle
## 4987 1247 HSR
## 4988 1247 Walk
## 4989 1248 Car
## 4990 1248 Cycle
## 4991 1248 HSR
## 4992 1248 Walk
## 4993 1249 Car
## 4994 1249 Cycle
## 4995 1249 HSR
## 4996 1249 Walk
## 4997 1250 Car
## 4998 1250 Cycle
## 4999 1250 HSR
## 5000 1250 Walk
## 5001 1251 Car
## 5002 1251 Cycle
## 5003 1251 HSR
## 5004 1251 Walk
## 5005 1252 Car
## 5006 1252 Cycle
## 5007 1252 HSR
## 5008 1252 Walk
## 5009 1253 Car
## 5010 1253 Cycle
## 5011 1253 HSR
## 5012 1253 Walk
## 5013 1254 Car
## 5014 1254 Cycle
## 5015 1254 HSR
## 5016 1254 Walk
## 5017 1255 Car
## 5018 1255 Cycle
## 5019 1255 HSR
## 5020 1255 Walk
## 5021 1256 Car
## 5022 1256 Cycle
## 5023 1256 HSR
## 5024 1256 Walk
## 5025 1257 Car
## 5026 1257 Cycle
## 5027 1257 HSR
## 5028 1257 Walk
## 5029 1258 Car
## 5030 1258 Cycle
## 5031 1258 HSR
## 5032 1258 Walk
## 5033 1259 Car
## 5034 1259 Cycle
## 5035 1259 HSR
## 5036 1259 Walk
## 5037 1260 Car
## 5038 1260 Cycle
## 5039 1260 HSR
## 5040 1260 Walk
## 5041 1261 Car
## 5042 1261 Cycle
## 5043 1261 HSR
## 5044 1261 Walk
## 5045 1262 Car
## 5046 1262 Cycle
## 5047 1262 HSR
## 5048 1262 Walk
## 5049 1263 Car
## 5050 1263 Cycle
## 5051 1263 HSR
## 5052 1263 Walk
## 5053 1264 Car
## 5054 1264 Cycle
## 5055 1264 HSR
## 5056 1264 Walk
## 5057 1265 Car
## 5058 1265 Cycle
## 5059 1265 HSR
## 5060 1265 Walk
## 5061 1266 Car
## 5062 1266 Cycle
## 5063 1266 HSR
## 5064 1266 Walk
## 5065 1267 Car
## 5066 1267 Cycle
## 5067 1267 HSR
## 5068 1267 Walk
## 5069 1268 Car
## 5070 1268 Cycle
## 5071 1268 HSR
## 5072 1268 Walk
## 5073 1269 Car
## 5074 1269 Cycle
## 5075 1269 HSR
## 5076 1269 Walk
## 5077 1270 Car
## 5078 1270 Cycle
## 5079 1270 HSR
## 5080 1270 Walk
## 5081 1271 Car
## 5082 1271 Cycle
## 5083 1271 HSR
## 5084 1271 Walk
## 5085 1272 Car
## 5086 1272 Cycle
## 5087 1272 HSR
## 5088 1272 Walk
## 5089 1273 Car
## 5090 1273 Cycle
## 5091 1273 HSR
## 5092 1273 Walk
## 5093 1274 Car
## 5094 1274 Cycle
## 5095 1274 HSR
## 5096 1274 Walk
## 5097 1275 Car
## 5098 1275 Cycle
## 5099 1275 HSR
## 5100 1275 Walk
## 5101 1276 Car
## 5102 1276 Cycle
## 5103 1276 HSR
## 5104 1276 Walk
## 5105 1277 Car
## 5106 1277 Cycle
## 5107 1277 HSR
## 5108 1277 Walk
## 5109 1278 Car
## 5110 1278 Cycle
## 5111 1278 HSR
## 5112 1278 Walk
## 5113 1279 Car
## 5114 1279 Cycle
## 5115 1279 HSR
## 5116 1279 Walk
## 5117 1280 Car
## 5118 1280 Cycle
## 5119 1280 HSR
## 5120 1280 Walk
## 5121 1281 Car
## 5122 1281 Cycle
## 5123 1281 HSR
## 5124 1281 Walk
## 5125 1282 Car
## 5126 1282 Cycle
## 5127 1282 HSR
## 5128 1282 Walk
## 5129 1283 Car
## 5130 1283 Cycle
## 5131 1283 HSR
## 5132 1283 Walk
## 5133 1284 Car
## 5134 1284 Cycle
## 5135 1284 HSR
## 5136 1284 Walk
## 5137 1285 Car
## 5138 1285 Cycle
## 5139 1285 HSR
## 5140 1285 Walk
## 5141 1286 Car
## 5142 1286 Cycle
## 5143 1286 HSR
## 5144 1286 Walk
## 5145 1287 Car
## 5146 1287 Cycle
## 5147 1287 HSR
## 5148 1287 Walk
## 5149 1288 Car
## 5150 1288 Cycle
## 5151 1288 HSR
## 5152 1288 Walk
## 5153 1289 Car
## 5154 1289 Cycle
## 5155 1289 HSR
## 5156 1289 Walk
## 5157 1290 Car
## 5158 1290 Cycle
## 5159 1290 HSR
## 5160 1290 Walk
## 5161 1291 Car
## 5162 1291 Cycle
## 5163 1291 HSR
## 5164 1291 Walk
## 5165 1292 Car
## 5166 1292 Cycle
## 5167 1292 HSR
## 5168 1292 Walk
## 5169 1293 Car
## 5170 1293 Cycle
## 5171 1293 HSR
## 5172 1293 Walk
## 5173 1294 Car
## 5174 1294 Cycle
## 5175 1294 HSR
## 5176 1294 Walk
## 5177 1295 Car
## 5178 1295 Cycle
## 5179 1295 HSR
## 5180 1295 Walk
## 5181 1296 Car
## 5182 1296 Cycle
## 5183 1296 HSR
## 5184 1296 Walk
## 5185 1297 Car
## 5186 1297 Cycle
## 5187 1297 HSR
## 5188 1297 Walk
## 5189 1298 Car
## 5190 1298 Cycle
## 5191 1298 HSR
## 5192 1298 Walk
## 5193 1299 Car
## 5194 1299 Cycle
## 5195 1299 HSR
## 5196 1299 Walk
## 5197 1300 Car
## 5198 1300 Cycle
## 5199 1300 HSR
## 5200 1300 Walk
## 5201 1301 Car
## 5202 1301 Cycle
## 5203 1301 HSR
## 5204 1301 Walk
## 5205 1302 Car
## 5206 1302 Cycle
## 5207 1302 HSR
## 5208 1302 Walk
## 5209 1303 Car
## 5210 1303 Cycle
## 5211 1303 HSR
## 5212 1303 Walk
## 5213 1304 Car
## 5214 1304 Cycle
## 5215 1304 HSR
## 5216 1304 Walk
## 5217 1305 Car
## 5218 1305 Cycle
## 5219 1305 HSR
## 5220 1305 Walk
## 5221 1306 Car
## 5222 1306 Cycle
## 5223 1306 HSR
## 5224 1306 Walk
## 5225 1307 Car
## 5226 1307 Cycle
## 5227 1307 HSR
## 5228 1307 Walk
## 5229 1308 Car
## 5230 1308 Cycle
## 5231 1308 HSR
## 5232 1308 Walk
## 5233 1309 Car
## 5234 1309 Cycle
## 5235 1309 HSR
## 5236 1309 Walk
## 5237 1310 Car
## 5238 1310 Cycle
## 5239 1310 HSR
## 5240 1310 Walk
## 5241 1311 Car
## 5242 1311 Cycle
## 5243 1311 HSR
## 5244 1311 Walk
## 5245 1312 Car
## 5246 1312 Cycle
## 5247 1312 HSR
## 5248 1312 Walk
## 5249 1313 Car
## 5250 1313 Cycle
## 5251 1313 HSR
## 5252 1313 Walk
## 5253 1314 Car
## 5254 1314 Cycle
## 5255 1314 HSR
## 5256 1314 Walk
## 5257 1315 Car
## 5258 1315 Cycle
## 5259 1315 HSR
## 5260 1315 Walk
## 5261 1316 Car
## 5262 1316 Cycle
## 5263 1316 HSR
## 5264 1316 Walk
## 5265 1317 Car
## 5266 1317 Cycle
## 5267 1317 HSR
## 5268 1317 Walk
## 5269 1318 Car
## 5270 1318 Cycle
## 5271 1318 HSR
## 5272 1318 Walk
## 5273 1319 Car
## 5274 1319 Cycle
## 5275 1319 HSR
## 5276 1319 Walk
## 5277 1320 Car
## 5278 1320 Cycle
## 5279 1320 HSR
## 5280 1320 Walk
## 5281 1321 Car
## 5282 1321 Cycle
## 5283 1321 HSR
## 5284 1321 Walk
## 5285 1322 Car
## 5286 1322 Cycle
## 5287 1322 HSR
## 5288 1322 Walk
## 5289 1323 Car
## 5290 1323 Cycle
## 5291 1323 HSR
## 5292 1323 Walk
## 5293 1324 Car
## 5294 1324 Cycle
## 5295 1324 HSR
## 5296 1324 Walk
## 5297 1325 Car
## 5298 1325 Cycle
## 5299 1325 HSR
## 5300 1325 Walk
## 5301 1326 Car
## 5302 1326 Cycle
## 5303 1326 HSR
## 5304 1326 Walk
## 5305 1327 Car
## 5306 1327 Cycle
## 5307 1327 HSR
## 5308 1327 Walk
## 5309 1328 Car
## 5310 1328 Cycle
## 5311 1328 HSR
## 5312 1328 Walk
## 5313 1329 Car
## 5314 1329 Cycle
## 5315 1329 HSR
## 5316 1329 Walk
## 5317 1330 Car
## 5318 1330 Cycle
## 5319 1330 HSR
## 5320 1330 Walk
## 5321 1331 Car
## 5322 1331 Cycle
## 5323 1331 HSR
## 5324 1331 Walk
## 5325 1332 Car
## 5326 1332 Cycle
## 5327 1332 HSR
## 5328 1332 Walk
## 5329 1333 Car
## 5330 1333 Cycle
## 5331 1333 HSR
## 5332 1333 Walk
## 5333 1334 Car
## 5334 1334 Cycle
## 5335 1334 HSR
## 5336 1334 Walk
## 5337 1335 Car
## 5338 1335 Cycle
## 5339 1335 HSR
## 5340 1335 Walk
## 5341 1336 Car
## 5342 1336 Cycle
## 5343 1336 HSR
## 5344 1336 Walk
## 5345 1337 Car
## 5346 1337 Cycle
## 5347 1337 HSR
## 5348 1337 Walk
## 5349 1338 Car
## 5350 1338 Cycle
## 5351 1338 HSR
## 5352 1338 Walk
## 5353 1339 Car
## 5354 1339 Cycle
## 5355 1339 HSR
## 5356 1339 Walk
## 5357 1340 Car
## 5358 1340 Cycle
## 5359 1340 HSR
## 5360 1340 Walk
## 5361 1341 Car
## 5362 1341 Cycle
## 5363 1341 HSR
## 5364 1341 Walk
## 5365 1342 Car
## 5366 1342 Cycle
## 5367 1342 HSR
## 5368 1342 Walk
## 5369 1343 Car
## 5370 1343 Cycle
## 5371 1343 HSR
## 5372 1343 Walk
## 5373 1344 Car
## 5374 1344 Cycle
## 5375 1344 HSR
## 5376 1344 Walk
## 5377 1345 Car
## 5378 1345 Cycle
## 5379 1345 HSR
## 5380 1345 Walk
## 5381 1346 Car
## 5382 1346 Cycle
## 5383 1346 HSR
## 5384 1346 Walk
## 5385 1347 Car
## 5386 1347 Cycle
## 5387 1347 HSR
## 5388 1347 Walk
## 5389 1348 Car
## 5390 1348 Cycle
## 5391 1348 HSR
## 5392 1348 Walk
## 5393 1349 Car
## 5394 1349 Cycle
## 5395 1349 HSR
## 5396 1349 Walk
## 5397 1350 Car
## 5398 1350 Cycle
## 5399 1350 HSR
## 5400 1350 Walk
## 5401 1351 Car
## 5402 1351 Cycle
## 5403 1351 HSR
## 5404 1351 Walk
## 5405 1352 Car
## 5406 1352 Cycle
## 5407 1352 HSR
## 5408 1352 Walk
## 5409 1353 Car
## 5410 1353 Cycle
## 5411 1353 HSR
## 5412 1353 Walk
## 5413 1354 Car
## 5414 1354 Cycle
## 5415 1354 HSR
## 5416 1354 Walk
## 5417 1355 Car
## 5418 1355 Cycle
## 5419 1355 HSR
## 5420 1355 Walk
## 5421 1356 Car
## 5422 1356 Cycle
## 5423 1356 HSR
## 5424 1356 Walk
## 5425 1357 Car
## 5426 1357 Cycle
## 5427 1357 HSR
## 5428 1357 Walk
## 5429 1358 Car
## 5430 1358 Cycle
## 5431 1358 HSR
## 5432 1358 Walk
## 5433 1359 Car
## 5434 1359 Cycle
## 5435 1359 HSR
## 5436 1359 Walk
## 5437 1360 Car
## 5438 1360 Cycle
## 5439 1360 HSR
## 5440 1360 Walk
## 5441 1361 Car
## 5442 1361 Cycle
## 5443 1361 HSR
## 5444 1361 Walk
## 5445 1362 Car
## 5446 1362 Cycle
## 5447 1362 HSR
## 5448 1362 Walk
## 5449 1363 Car
## 5450 1363 Cycle
## 5451 1363 HSR
## 5452 1363 Walk
## 5453 1364 Car
## 5454 1364 Cycle
## 5455 1364 HSR
## 5456 1364 Walk
## 5457 1365 Car
## 5458 1365 Cycle
## 5459 1365 HSR
## 5460 1365 Walk
## 5461 1366 Car
## 5462 1366 Cycle
## 5463 1366 HSR
## 5464 1366 Walk
## 5465 1367 Car
## 5466 1367 Cycle
## 5467 1367 HSR
## 5468 1367 Walk
## 5469 1368 Car
## 5470 1368 Cycle
## 5471 1368 HSR
## 5472 1368 Walk
## 5473 1369 Car
## 5474 1369 Cycle
## 5475 1369 HSR
## 5476 1369 Walk
## 5477 1370 Car
## 5478 1370 Cycle
## 5479 1370 HSR
## 5480 1370 Walk
## 5481 1371 Car
## 5482 1371 Cycle
## 5483 1371 HSR
## 5484 1371 Walk
## 5485 1372 Car
## 5486 1372 Cycle
## 5487 1372 HSR
## 5488 1372 Walk
## 5489 1373 Car
## 5490 1373 Cycle
## 5491 1373 HSR
## 5492 1373 Walk
## 5493 1374 Car
## 5494 1374 Cycle
## 5495 1374 HSR
## 5496 1374 Walk
## 5497 1375 Car
## 5498 1375 Cycle
## 5499 1375 HSR
## 5500 1375 Walk## [1] "id" "choice"
## [3] "parking" "vehind"
## [5] "gender" "age"
## [7] "shared" "family"
## [9] "child" "street_density"
## [11] "sidewalk_density" "LAT"
## [13] "LONG" "PersonalVehComf_SD"
## [15] "PersonalVehComf_D" "PersonalVehComf_A"
## [17] "PersonalVehComf_SA" "Fun_SD"
## [19] "Fun_D" "Fun_A"
## [21] "Fun_SA" "ActiveNeigh_SD"
## [23] "ActiveNeigh_D" "ActiveNeigh_A"
## [25] "ActiveNeigh_SA" "UsefulTrans_SD"
## [27] "UsefulTrans_D" "UsefulTrans_A"
## [29] "UsefulTrans_SA" "BusComf_SD"
## [31] "BusComf_D" "BusComf_A"
## [33] "BusComf_SA" "TravelAlone_SD"
## [35] "TravelAlone_D" "TravelAlone_A"
## [37] "TravelAlone_SA" "Shelters_SD"
## [39] "Shelters_D" "Shelters_A"
## [41] "Shelters_SA" "Community_SD"
## [43] "Community_D" "Community_A"
## [45] "Community_SA" "personal_veh_comfortable"
## [47] "getting_there_fun" "like_active_neighborhood"
## [49] "commute_useful_transition" "buses_comfortable"
## [51] "prefer_travel_alone" "shelter_good_quality"
## [53] "sense_community" "numna"
## [55] "alt" "available"
## [57] "time" "access"
## [59] "wait" "transfer"
## [61] "chid" "idx"# Function `mFormula()` is used to define multi-part formulas of the form:
# y ~ x | z | w, which in the notation used for the anatomy of utility functions is
# choice ~ alternative vars. with generic coefficients |
# individual vars. with specific coefficients |
# alternative vars. with specific coefficients
# In this formula time is one of x variables
f1 <- mFormula(choice ~ time)# Pipe `f1` to next function
f1 %>%
# Build the model matrix with data set `example_long`
model.matrix(example_long)## (Intercept):Cycle (Intercept):HSR (Intercept):Walk time
## 1 0 1 0 5.000000
## 2 0 0 1 21.314387
## 3 0 0 0 2.000000
## 4 0 1 0 10.000000
## 5 0 0 1 12.788632
## 6 0 0 0 5.000000
## 7 1 0 0 4.371118
## 8 0 1 0 20.000000
## 9 0 0 1 15.000000# Function `mFormula()` is used to define multi-part formulas of the form:
# y ~ x | z | w, which in the notation used for the anatomy of utility functions is
# choice ~ alternative vars. with generic coefficients |
# individual vars. with specific coefficients |
# alternative vars. with specific coefficients
# In this formula `time` is one of x variables and `sidewalk_density` is one of z variables
f2 <- mFormula(choice ~ time | sidewalk_density)# Pipe `f2` to next function
f2 %>%
# Build the model matrix with data set `example_long`
model.matrix(example_long)## (Intercept):Cycle (Intercept):HSR (Intercept):Walk time
## 1 0 1 0 5.000000
## 2 0 0 1 21.314387
## 3 0 0 0 2.000000
## 4 0 1 0 10.000000
## 5 0 0 1 12.788632
## 6 0 0 0 5.000000
## 7 1 0 0 4.371118
## 8 0 1 0 20.000000
## 9 0 0 1 15.000000
## sidewalk_density:Cycle sidewalk_density:HSR sidewalk_density:Walk
## 1 0.00000 22.63322 0.00000
## 2 0.00000 0.00000 22.63322
## 3 0.00000 0.00000 0.00000
## 4 0.00000 39.64003 0.00000
## 5 0.00000 0.00000 39.64003
## 6 0.00000 0.00000 0.00000
## 7 26.06793 0.00000 0.00000
## 8 0.00000 26.06793 0.00000
## 9 0.00000 0.00000 26.06793# Pipe `f2` to next function
f3 %>%
# Build the model matrix with data set `example_long`
model.matrix(example_long)## (Intercept):Cycle (Intercept):HSR (Intercept):Walk sidewalk_density:Cycle
## 1 0 1 0 0.00000
## 2 0 0 1 0.00000
## 3 0 0 0 0.00000
## 4 0 1 0 0.00000
## 5 0 0 1 0.00000
## 6 0 0 0 0.00000
## 7 1 0 0 26.06793
## 8 0 1 0 0.00000
## 9 0 0 1 0.00000
## sidewalk_density:HSR sidewalk_density:Walk time:Car time:Cycle time:HSR
## 1 22.63322 0.00000 0 0.000000 5
## 2 0.00000 22.63322 0 0.000000 0
## 3 0.00000 0.00000 2 0.000000 0
## 4 39.64003 0.00000 0 0.000000 10
## 5 0.00000 39.64003 0 0.000000 0
## 6 0.00000 0.00000 5 0.000000 0
## 7 0.00000 0.00000 0 4.371118 0
## 8 26.06793 0.00000 0 0.000000 20
## 9 0.00000 26.06793 0 0.000000 0
## time:Walk
## 1 0.00000
## 2 21.31439
## 3 0.00000
## 4 0.00000
## 5 12.78863
## 6 0.00000
## 7 0.00000
## 8 0.00000
## 9 15.00000# Set the parameters:
mu <- 0
beta <- 0
# Calculate probabilities. Notice that these are the logit probabilities
# Individual 1
P1A <- (exp(beta * ts$xA[1])/
(exp(beta * ts$xA[1]) + exp(mu + beta * ts$xB[1])))
P1B <- 1 - P1A
# Individual 2
P2A <- (exp(beta * ts$xA[2])/
(exp(beta * ts$xA[2]) + exp(mu + beta * ts$xB[2])))
P2B <- 1 - P2A
# Individual 3
P3A <- (exp(beta * ts$xA[3])/
(exp(beta * ts$xA[3]) + exp(mu + beta * ts$xB[3])))
P3B <- 1 - P3A
# Individual 4
P4A <- (exp(beta * ts$xA[4])/
(exp(beta * ts$xA[4]) + exp(mu + beta * ts$xB[4])))
P4B <- 1 - P4A
# Individual 5
P5A <- (exp(beta * ts$xA[5])/
(exp(beta * ts$xA[5]) + exp(mu + beta * ts$xB[5])))
P5B <- 1 - P5A
# Individual 6
P6A <- (exp(beta * ts$xA[6])/
(exp(beta * ts$xA[6]) + exp(mu + beta * ts$xB[6])))
P6B <- 1 - P6A
# Calculate likelihood function as the product of all the probabilities
# Each probability is raised to ynj
L <- P1A^ts$yA[1] * P1B^ts$yB[1] *
P2A^ts$yA[2] * P2B^ts$yB[2] *
P3A^ts$yA[3] * P3B^ts$yB[3] *
P4A^ts$yA[4] * P4B^ts$yB[4] *
P5A^ts$yA[5] * P5B^ts$yB[5] *
P6A^ts$yA[6] * P6B^ts$yB[6]
# Create data frame to tabulate results:
df_experiment_1 <- data.frame(Individual = c(1, 2, 3, 4, 5, 6),
Choice = c("A", "A", "B", "A", "B", "B"),
PA = c(P1A, P2A, P3A, P4A, P5A, P6A),
PB = c(P1B, P2B, P3B, P4B, P5B, P6B))
# Display table
kable(df_experiment_1,
"latex",
digits = 4,
booktabs = TRUE,
align = c("l", "c", "c", "c")) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
footnote(general = paste("The value of the likelihood function in Example 1 is: ",
round(L, digits = 4)))# Set the parameters:
mu <- 0.5
beta <- -0.5
# Calculate probabilities. Notice that these are the logit probabilities
# Individual 1
P1A <- (exp(beta * ts$xA[1])/
(exp(beta * ts$xA[1]) + exp(mu + beta * ts$xB[1])))
P1B <- 1 - P1A
# Individual 2
P2A <- (exp(beta * ts$xA[2])/
(exp(beta * ts$xA[2]) + exp(mu + beta * ts$xB[2])))
P2B <- 1 - P2A
# Individual 3
P3A <- (exp(beta * ts$xA[3])/
(exp(beta * ts$xA[3]) + exp(mu + beta * ts$xB[3])))
P3B <- 1 - P3A
# Individual 4
P4A <- (exp(beta * ts$xA[4])/
(exp(beta * ts$xA[4]) + exp(mu + beta * ts$xB[4])))
P4B <- 1 - P4A
# Individual 5
P5A <- (exp(beta * ts$xA[5])/
(exp(beta * ts$xA[5]) + exp(mu + beta * ts$xB[5])))
P5B <- 1 - P5A
# Individual 6
P6A <- (exp(beta * ts$xA[6])/
(exp(beta * ts$xA[6]) + exp(mu + beta * ts$xB[6])))
P6B <- 1 - P6A
# Calculate likelihood function as the product of all the probabilities
# Each probability is raised to ynj
L <- P1A^ts$yA[1] * P1B^ts$yB[1] *
P2A^ts$yA[2] * P2B^ts$yB[2] *
P3A^ts$yA[3] * P3B^ts$yB[3] *
P4A^ts$yA[4] * P4B^ts$yB[4] *
P5A^ts$yA[5] * P5B^ts$yB[5] *
P6A^ts$yA[6] * P6B^ts$yB[6]
# Create data frame to tabulate results:
df_experiment_2 <- data.frame(Individual = c(1, 2, 3, 4, 5, 6),
Choice = c("A", "A", "B", "A", "B", "B"),
PA = c(P1A, P2A, P3A, P4A, P5A, P6A),
PB = c(P1B, P2B, P3B, P4B, P5B, P6B))
# Display table
kable(df_experiment_2,
"latex",
digits = 4,
booktabs = TRUE,
align = c("l", "c", "c", "c")) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
footnote(general = paste("The value of the likelihood function in Example 2 is: ",
round(L, digits = 4)))# Create a grid to plot the likelihood function
mu = seq(from = -1, to = 1, by = 0.05)
beta = seq(from = -2, to = 0, by = 0.05)
coeffs <- expand.grid(mu, beta)
# Define the likelihood function
lkh <- function(mu = 0, beta = 0){
ts <- data.frame(Individual = c(1, 2, 3, 4, 5, 6),
Choice = c("A", "A", "B", "A", "B", "B"),
yA = c(1, 1, 0, 1, 0, 0),
yB = c(0, 0, 1, 0, 1, 1),
xA = c(5, 2, 5, 1, 4, 3),
xB = c(4, 5, 2, 6, 1, 4))
P1A <- (exp(beta * ts$xA[1])/
(exp(beta * ts$xA[1]) + exp(mu + beta * ts$xB[1])))
P1B <- 1 - P1A
P2A <- (exp(beta * ts$xA[2])/
(exp(beta * ts$xA[2]) + exp(mu + beta * ts$xB[2])))
P2B <- 1 - P2A
P3A <- (exp(beta * ts$xA[3])/
(exp(beta * ts$xA[3]) + exp(mu + beta * ts$xB[3])))
P3B <- 1 - P3A
P4A <- (exp(beta * ts$xA[4])/
(exp(beta * ts$xA[4]) + exp(mu + beta * ts$xB[4])))
P4B <- 1 - P4A
P5A <- (exp(beta * ts$xA[5])/
(exp(beta * ts$xA[5]) + exp(mu + beta * ts$xB[5])))
P5B <- 1 - P5A
P6A <- (exp(beta * ts$xA[6])/
(exp(beta * ts$xA[6]) + exp(mu + beta * ts$xB[6])))
P6B <- 1 - P6A
P1A^ts$yA[1] * P1B^ts$yB[1] *
P2A^ts$yA[2] * P2B^ts$yB[2] *
P3A^ts$yA[3] * P3B^ts$yB[3] *
P4A^ts$yA[4] * P4B^ts$yB[4] *
P5A^ts$yA[5] * P5B^ts$yB[5] *
P6A^ts$yA[6] * P6B^ts$yB[6]
}
# Evaluate the likelihood function on the grid
L <- lkh(mu = coeffs$Var1, beta = coeffs$Var2)
L <- data.frame(mu = coeffs$Var1, beta = coeffs$Var2, L)
L <- xtabs(L ~ beta + mu, L) %>% # Convert to cross-tabulation matrix
unclass() # Drop the xtabs class (plotly does not like it)
likelihood_plot <- plot_ly(z = ~L, x = ~mu, y = ~beta) %>%
add_surface() %>%
layout(scene = list(
xaxis = list(title = "x-axis (mu)"),
yaxis = list(title = "y-axis (beta)"),
zaxis = list(title = "$z$-axis (L)")))# This code displays the figure in the Rmd document
# but is not run for knitting to pdf
likelihood_plot# Approximate values that maximize the likelihood function.
mu <- 0.10
beta <- -0.65
# Calculate probabilities. Notice that these are the logit probabilities
# Individual 1
P1A <- (exp(beta * ts$xA[1])/
(exp(beta * ts$xA[1]) + exp(mu + beta * ts$xB[1])))
P1B <- 1 - P1A
# Individual 2
P2A <- (exp(beta * ts$xA[2])/
(exp(beta * ts$xA[2]) + exp(mu + beta * ts$xB[2])))
P2B <- 1 - P2A
# Individual 3
P3A <- (exp(beta * ts$xA[3])/
(exp(beta * ts$xA[3]) + exp(mu + beta * ts$xB[3])))
P3B <- 1 - P3A
# Individual 4
P4A <- (exp(beta * ts$xA[4])/
(exp(beta * ts$xA[4]) + exp(mu + beta * ts$xB[4])))
P4B <- 1 - P4A
# Individual 5
P5A <- (exp(beta * ts$xA[5])/
(exp(beta * ts$xA[5]) + exp(mu + beta * ts$xB[5])))
P5B <- 1 - P5A
# Individual 6
P6A <- (exp(beta * ts$xA[6])/
(exp(beta * ts$xA[6]) + exp(mu + beta * ts$xB[6])))
P6B <- 1 - P6A
# Calculate likelihood function as the product of all the probabilities
# Each probability is raised to ynj
L <- P1A^ts$yA[1] * P1B^ts$yB[1] *
P2A^ts$yA[2] * P2B^ts$yB[2] *
P3A^ts$yA[3] * P3B^ts$yB[3] *
P4A^ts$yA[4] * P4B^ts$yB[4] *
P5A^ts$yA[5] * P5B^ts$yB[5] *
P6A^ts$yA[6] * P6B^ts$yB[6]
# Create data frame to tabulate results:
df_approx_solution <- data.frame(Individual = c(1, 2, 3, 4, 5, 6),
Choice = c("A", "A", "B", "A", "B", "B"),
PA = c(P1A, P2A, P3A, P4A, P5A, P6A),
PB = c(P1B, P2B, P3B, P4B, P5B, P6B))
# Join tables for displaying results
df <- df_experiment_1 %>%
left_join(df_experiment_2,
by = c("Individual", "Choice")) %>%
left_join(df_approx_solution,
by = c("Individual", "Choice"))
# Display table
kable(df,
"latex",
digits = 4,
booktabs = TRUE,
col.names = c("Individual", "Choice", "PA", "PB", "PA", "PB", "PA", "PB"),
align = c("l", "c", "c", "c", "c", "c", "c", "c")) %>%
kable_styling(latex_options = c("striped")) %>%
add_header_above(c(" " = 1, " " = 1,
"Experiment 1" = 2,
"Experiment 2" = 2,
"Approx Max Likelihood" = 2))mc_commute_long <- mc_commute_wide %>%
mlogit.data(shape="wide",
# Name of column with the choices
choice = "choice",
# Numbers of columns with attributes that vary by alternative
varying = 3:22)## [1] "mFormula" "Formula" "formula"## [1] "mFormula" "Formula" "formula"## [1] "mFormula" "Formula" "formula"# Function `mlogit()` is used to estimate logit models
# It needs a multi-part formula and a data set in long form
model1 <- mlogit(f1,
mc_commute_long)
# Function `summary()` give the summary of data objects,
# including the output of model estimation algorithms
summary(model1)##
## Call:
## mlogit(formula = choice ~ time, data = mc_commute_long, method = "nr")
##
## Frequencies of alternatives:choice
## Car Cycle HSR Walk
## 0.204364 0.034182 0.244364 0.517091
##
## nr method
## 5 iterations, 0h:0m:0s
## g'(-H)^-1g = 0.000102
## successive function values within tolerance limits
##
## Coefficients :
## Estimate Std. Error z-value Pr(>|z|)
## (Intercept):Cycle 0.366898 0.201434 1.8214 0.06854 .
## (Intercept):HSR 0.707267 0.118104 5.9885 2.118e-09 ***
## (Intercept):Walk 3.212834 0.184169 17.4451 < 2.2e-16 ***
## time -0.056494 0.005685 -9.9374 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Log-Likelihood: -768.63
## McFadden R^2: 0.50323
## Likelihood ratio test : chisq = 1557.2 (p.value = < 2.22e-16)# Note: use chunk option results="asis" to display latex output in pdf
stargazer::stargazer(model1,
# Use type = "text", "latex". or "html" depending
# on the desired output
type ="latex",
header = FALSE,
single.row = TRUE,
title = "Estimation results: Model 1")# Note: use chunk option results="asis" to display latex output in pdf
model2 <- mlogit(f2,
mc_commute_long)
stargazer::stargazer(model2,
# Use type = "text", "latex". or "html" depending
# on the desired output
type = "latex",
header = FALSE,
single.row = TRUE,
title = "Estimation results: Model 2")# Note: use chunk option results="asis" to display latex output in pdf
model2 <- mlogit(f2,
mc_commute_long,
# Specify the alternative that acts as reference
reflevel = "Walk")
stargazer::stargazer(model2,
# Use type = "text", "latex". or "html" depending
# on the desired output
type = "latex",
header = FALSE,
single.row = TRUE,
title = "Estimation results: Model 2 (alternative: Walk)")## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 18.19 22.63 24.18 35.70 59.41# Function `rep()` repeats the values in the argument a designated
# number of times; here, the values in the sequence 0 to 60 in intervals
# of 5 are repeated four times each (once for each alternative)
mc_commute_predict$sidewalk_density <- rep(seq(from = 0,
to = 60,
by = 5),
each = 4)## sidewalk_density
## 1 0
## 2 0
## 3 0
## 4 0
## 5 5
## 6 5
## 7 5
## 8 5## [1] 10## time sidewalk_density
## Min. :10 Min. : 0
## 1st Qu.:10 1st Qu.:15
## Median :10 Median :30
## Mean :10 Mean :30
## 3rd Qu.:10 3rd Qu.:45
## Max. :10 Max. :60## time sidewalk_density
## 1 10 0
## 2 10 0
## 3 10 0
## 4 10 0
## 5 10 5
## 6 10 5
## 7 10 5
## 8 10 5## Walk Car Cycle HSR
## 1 0.7381288 0.07072471 0.05208792 0.13905856
## 2 0.7646590 0.06149222 0.05191414 0.12193469
## 3 0.7887761 0.05323772 0.05152105 0.10646509
## 4 0.8105461 0.04591523 0.05093563 0.09260301
## 5 0.8300785 0.03946495 0.05018525 0.08027133
## 6 0.8475135 0.03381834 0.04929656 0.06937162
## 7 0.8630106 0.02890248 0.04829466 0.05979230
## 8 0.8767385 0.02464350 0.04720262 0.05141540
## 9 0.8888677 0.02096925 0.04604115 0.04412190
## 10 0.8995646 0.01781113 0.04482852 0.03779578
## 11 0.9089873 0.01510533 0.04358057 0.03232680
## 12 0.9172834 0.01279350 0.04231084 0.02761229
## 13 0.9245881 0.01082299 0.04103075 0.02355815probs <- data.frame(sidewalk_density = seq(from = 0,
to = 60,
by = 5),
probs) %>%
# Pivot longer all columns _except_ `sidewalk_density`
pivot_longer(cols = -sidewalk_density,
# The column names become a new column called "Mode"
names_to = "Mode",
# The values are gathered into a single column called
# "Probability"
values_to = "Probability")## # A tibble: 8 × 3
## sidewalk_density Mode Probability
## <dbl> <chr> <dbl>
## 1 0 Walk 0.738
## 2 0 Car 0.0707
## 3 0 Cycle 0.0521
## 4 0 HSR 0.139
## 5 5 Walk 0.765
## 6 5 Car 0.0615
## 7 5 Cycle 0.0519
## 8 5 HSR 0.122probs %>%
# Create ggplot object; map `sidewalk_density` to the y-axis
# `Probability` to the x-axis, and the color of geometric
# objects to `Mode`
ggplot(aes(x = sidewalk_density,
y = Probability,
color = Mode)) +
# Add geometric object of type line with size = 1
geom_line(size = 1) +
labs(y="Probability",
x = expression("Sidewalk density (km/km"^2*")")) ## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
f0 <- mFormula(choice ~ 1)
model0 <- mlogit(f0,
mc_commute_long)
stargazer::stargazer(model0,
# Use type = "text", "latex". or "html" depending
# on the desired output
type = "latex",
header = FALSE,
single.row = TRUE,
title = "Estimation results: Market Shares Model (Null Model)")## [1] 0.5085353## Likelihood ratio test
##
## Model 1: choice ~ time
## Model 2: choice ~ time | sidewalk_density
## #Df LogLik Df Chisq Pr(>Chisq)
## 1 4 -768.63
## 2 7 -760.42 3 16.429 0.0009258 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1